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    "# Detailed Workflow of Ripley K Applications to Subsurface Modeling in Python\n",
    "\n",
    "### The University of Texas at Austin, PGE 2020 SURI, Undergraduation Research\n",
    "### Alan Scherman, Undergraduate Student, Rice University, UT PGE SURI 2020\n",
    "### Supervised by:\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin\n",
    "***\n",
    "### Introduction\n",
    "Ripley's K function is a second moment measure of stationary point patterns (SPP) first formalized by B.D. Ripley in 1976 [[1](https://www.jstor.org/stable/3212829?read-now=1&seq=1#page_scan_tab_contents)]. It is defined as the product of the inverse of an event's intensity ($\\lambda$) and the expectation of additional events within a fixed distance ($E[r]$). That is:\n",
    "\n",
    "<br>\n",
    "\\begin{equation}\n",
    "K(r) = \\frac{E[r]}{\\lambda}\n",
    "\\end{equation}\n",
    "\n",
    "Ripley's K gained importance within spatial point pattern analysis for being a distance-based measure which indicates spatial clustering or dispersion. The user can identify a pattern's spatial tendency by graphically comparing its K function to the K evaluation of complete spatial randomness (CSR) patterns. Within the realm of subsurface modeling, Ripley's K can indicate the spatial distribution of samples with desired properties, such as porosity and permeability, from a known sample.\n",
    "\n",
    "***\n",
    "### Theory\n",
    "The procedure to calculate the $K$ function for a SPP has been illustrated in several formats (see references section for more detail), but it can be synthesized in the following steps:\n",
    "\n",
    "#### Steps to calculate the Ripley K function of a SPP\n",
    "\n",
    "1. Determine an area of study $A$ containing a finite number of events $N$;\n",
    "\n",
    "2. Pick an event from collection of $N$ events possible (e.g. $n_0$) and draw a circle of radius $r$ around it;\n",
    "\n",
    "3. Count the number of events other than $n_0$ occurring within the circle of radius $r$ AND average this sum by $N$;\n",
    "\n",
    "4. Repeat steps 2 and 3 for the circles of radius $2r$, $3r$ and so forth until $r$ equals $1/4$ of the smaller side (for rectangular areas by convention);\n",
    "\n",
    "5. Repeat steps 2 through 4 for all other $N-1$ events within $A$.\n",
    "\n",
    "Note that for datasets, Step 3 is formalized as a indicator function which returns True (1) for an event within $r$ and False (0) if otherwise. Additionally, there is no rule of thumb for $r_max$ of more complex $A$ geometries. However, it must be stated that the greater $r$, the greater the variance in the SPP and the more biased the $K$ will become.\n",
    "\n",
    "See below a non-rigorous demonstration of how to calculate the Ripley K function for an event $n_0$ within $A$:\n",
    "\n",
    "<img src=\"Ripley_K_Demo.png\"/>\n",
    "\n",
    "The white circles represent the consecutive circles inside which the number of events are counted. The counted events are surrounded by a green ring. Note as well that the events outside $A$ are disregarded (thus the red cross).\n",
    "\n",
    "#### Edge correction\n",
    "\n",
    "One pitfall for Ripley's K is the necessity of an edge correction approach for events whose circles exceed the boundaries of $A$. If no edge correction approach is adopted (in which case $K$ is called the *naive estimator*), the $K$ for events closer to the boundaries of $A$ will be biased since it would undercount the number of neighbors for these events (i.e. events outside $A$ are disregarded). The edge correction term is applied by multiplying a weighting term to the expectation for every possible value of $r$. Several edge correction approaches have been proposed, including the border (or guard) zone, Ripley's Isotropic Corrector, and Besag's Edge Correction. Please consult the references section for more detail.\n",
    "\n",
    "#### Confidence envelopes\n",
    "\n",
    "However, in order to validate that the clustering or dispersion of a SPP suggested by the $K$ function is relevant, it is necessary to compare it to the $K$ function for a myriad of other CSR patterns. The most common approach is to generate a large number (e.g. 1000 realizations) of Monte Carlo generated CSR patterns and compute the $P10$ and $P90$ of the set of resulting $K$ functions. Graphically speaking, these percentiles provide upper and lower fences which indicate where significant clustering or dispersion begins (i.e. a confidence envelope for typical Poisson distribution behavior). See below an example of a Ripley K graph with confidence envelope:\n",
    "\n",
    "<img src=\"Confidence_Env_Demo.png\"/>\n",
    "\n",
    "The Ripley K function is shown in black. The blue line represents the upper fence of the confidence envelope (the $P975$ of 1000 realizations). If the *Ripley K is above the blue line, then there is significant clustering in the SPP*. The red line represents the lower fence of the confidence envelope (the $P25$ of the 1000 realizations). If the *Ripley K is below the red line, then there is significant dispersion (or inhibition) in the SPP*.\n",
    "\n",
    "#### $L$ and $H$ Transforms\n",
    "\n",
    "Lastly, it is common to represent the $K$ function by one of its transforms ($L$ and $H$ functions) for better visualization. The transform equations are given below:\n",
    "\n",
    "<br>\n",
    "\\begin{equation}\n",
    "L(r) = \\sqrt{\\frac{K(r)}{\\pi}}\n",
    "\\end{equation}\n",
    "<br>\n",
    "\\begin{equation}\n",
    "H(r) = \\sqrt{\\frac{K(r)}{\\pi}} - r\n",
    "\\end{equation}\n",
    "\n",
    "Where $r$ is the search radius and $K(r)$ the Ripley K function.\n",
    "\n",
    "***\n",
    "### Objective\n",
    "For this exercise, we will compute the $K$ function of a subsurface sample with porosity and permeability data. First, we will calculate the regular Ripley K function which will indicate potential clustering or dispersion of our sample events. Then, we will sort our subsurface data for low and high permeability and calculate the cross Ripley K of the transformed data (i.e. we will determine potential clustering or dispersion of low permeability events from high permeability events).\n",
    "\n",
    "Note that the **_spatstat_** library on **_R_** provides great Ripley K and more distance-based pattern utilities widely used for spatial pattern analysis. Python equivalents can be found under the AstroPy, PySAL, and GeostatsPy packages (which we will utilize in this demonstration).\n",
    "***\n",
    "### Load required libraries\n",
    "In order to find the Ripley K function for our subsurface sample, we will need some Python libraries to help import, manage, and visualize our data. These should be previously installed if you have Anaconda or other similar environment software."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                                      # To manage NumPy arrays\n",
    "import scipy.stats as sts                               # For use in CSR pattern generation\n",
    "from pandas import read_csv                             # To import data and obtain summary statistics\n",
    "from matplotlib import pyplot as plt                    # For plotting\n",
    "from ripley_k_function import ripley_K                  # Python utility to compute K - more info on later section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs. \n",
    "***\n",
    "### Visualize data\n",
    "Let's import our subsurface sample data. For now let us only worry about our events' coordinates. Later, when we do cross Ripley K computations, we will also account for differences in properties (specifically permeability). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "     X    Y\n",
       "0  100  900\n",
       "1  100  800\n",
       "2  100  600\n",
       "3  100  500\n",
       "4  100  100"
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     "execution_count": 11,
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   ],
   "source": [
    "sample1 = read_csv('sample_data_biased_1.csv', usecols = ['X','Y'])\n",
    "sample1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since this data set refers to Cartesian coordinates, let us view a scatter plot of the events by their locations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample1 = sample1.to_numpy()\n",
    "X = sample1[:,0]; Y = sample1[:,1]\n",
    "plt.style.use('fivethirtyeight')\n",
    "figure = plt.figure(figsize=(14,10))\n",
    "plt.scatter(X,Y,s=3,c='black')\n",
    "plt.title('Scatter Plot of Sample Event Locations',size=30); plt.xlabel('X (m)',size=20); plt.ylabel('Y (m)',size=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At a first glance, we can spot some areas of potential clustering (e.g. at ($x = 400 m$,$y = 900 m$)) and dispersion (e.g. at ($x = 900 m$,$y = 800 m$)). However, we must first apply some SPP distance measure, for instance Ripley's K, to affirm that the SPP above demonstrates significant clustering or dispersion behavior."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### Regular Ripley K\n",
    "In our first analysis, we will calculate the Ripley K function of the entire *sample1* dataset. All events are treated equally, with no distinction due to property values. The resulting curve will indicate potential clustering or dispersion of all events.\n",
    "\n",
    "#### Determine area of study\n",
    "Usually, the area of study encompasses the surveyed parts of the subsurface (i.e. all events are mapped within $A$). From the scatter plot produced previously, we can trace a rectangular area of study where $x$ and $y$ each range in $[0 m , 1000 m]$. However, it is also possible to scale down the area of study or adopt other shapes to bound $A$. For the sake of keeping this demonstration as objective as possible, we will limit $A$ to the square formed by the vertices $(0 m, 0 m)$, $(0 m, 1000 m)$, $(1000 m, 1000 m)$, and $(1000 m, 0 m)$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_min = 0; x_max = 1000\n",
    "y_min = 0; y_max = 1000\n",
    "area = (x_max - x_min)*(y_max - y_min)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculate search radii\n",
    "The next step is to determine the size and number of search circles which will be drawn around each event $n$. As mentioned before, the radius of the largest circle is by convention taken as:\n",
    "\n",
    "<br>\n",
    "\\begin{equation}\n",
    "r_{max} = \\sqrt{A/2}\n",
    "\\end{equation}\n",
    "\n",
    "However, in this demonstration we will consider $r_max$ to be equal to the side length of $A$. Even though this choice will add much bias to the $K$ for larger search radii, it will also allow a complete picture of this SPP's behavior.\n",
    "\n",
    "Also, because the dimensions of $A$ range $[0 m, 1000 m]$, we will take 50 circles about each event to get enough detail but not overwhelm our calculation. Hence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "radii = np.linspace(0,x_max-x_min,50).reshape(50,1)               # reshape method to get row vector format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute pairwise differences\n",
    "Now that we have our area of study and search circles determined, we can start calculating the Ripley K function of our SPP. Manually, this could be done by drawing the sequence of circles and counting the events inside each shape. A beginner's program could easily achieve this with nested for-loops and other iterative resources. Nevertheless, because *sample1* is a large dataset, we must think of a more efficient procedure to compute the Ripley K.\n",
    "\n",
    "Instead of drawing the circles first, let us compute all possible distances within $A$ and break those down into $x$ and $y$ displacements since we are using Cartesian coordinates:\n",
    "\n",
    "<img src=\"Ripley_K_Demo_2.png\"/>\n",
    "\n",
    "Note that we can find the total number of distances in a SPP if we know $N$. That is:\n",
    "\n",
    "<br>\n",
    "\\begin{equation}\n",
    "D = \\frac{N*(N-1)}{2}\n",
    "\\end{equation}\n",
    "\n",
    "With the distances decomposed into $x$ and $y$ coordinates in matrix form, we can implement a single for-loop to span the set of events in $N$. By adding some other counters, we can obtain the decomposed distances matrix(*diff*) by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "npts = np.shape(sample1)[0]                                 # Number of events in A\n",
    "\n",
    "diff = np.zeros(shape = (npts*(npts-1)//2,2))               # Decomposed distances matrix\n",
    "k = 0\n",
    "for i in range(npts - 1):\n",
    "    size = npts - i - 1\n",
    "    diff[k:k + size] = abs(sample1[i] - sample1[i+1:])\n",
    "    k += size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to emphasize the importance of edge adjustment techniques in the calculation of a SPP's Ripley K, we will compute and plot two Ripley K functions: one without edge adjustment and another with Ripley's Isotropic Edge Adjustment (because it is the better option for polygonal areas).\n",
    "\n",
    "#### Evaluate Ripley K (without edge adjustment)\n",
    "In this first example, we will not include an edge adjustment term. Then, all we need to do is to compute the distances from the pairwise differences (as simple as applying the Pythagorean Theorem to every row of the *diff* matrix) and determine whether these distances are less than a given $r$. If yes, the indicator function returns 1 (true). Otherwise, the indicator function returns 0 (false). Finally, we sum the true instances to obtain the expectation of events within $r$, and divide it by the intensity (which is the total number of distances divided by $A$). Hence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_ripley = np.zeros(len(radii))\n",
    "distances = np.hypot(diff[:,0], diff[:,1])                      # Pythagorean Theorem (a^2+b^2=c^2)\n",
    "\n",
    "for r in range(len(radii)):\n",
    "    n_ripley[r] = (distances<radii[r]).sum()                    # Indicator function and summation term\n",
    "\n",
    "n_ripley = area * 2. * n_ripley / (npts * (npts - 1))           # Expectation vector element-wise divided by scalar intensity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Evaluate Ripley K (with Ripley's Isotropic Correction)\n",
    "By applying Ripley's Isotropic Correction, we create a weighting term which is multiplied by the expectation at a given search radius $r$. In its essence, this edge correction method scales the naive estimator by the ratio of the radii of search circles extending outside $A$ by the radii of search circles completely inside $A$. Find more theoretical background on Ripley's Isotropic Correction on the References section. Hence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ripley = np.zeros(len(radii))\n",
    "\n",
    "hor_dist = np.zeros(shape=(npts * (npts - 1)) // 2, dtype=np.double)\n",
    "ver_dist = np.zeros(shape=(npts * (npts - 1)) // 2, dtype=np.double)\n",
    "\n",
    "for k in range(npts - 1):                           # Finds horizontal and vertical distances from every event to nearest egde \n",
    "    min_hor_dist = min(x_max - sample1[k][0], sample1[k][0] - x_min)\n",
    "    min_ver_dist = min(y_max - sample1[k][1], sample1[k][1] - y_min)\n",
    "    start = (k * (2 * (npts - 1) - (k - 1))) // 2\n",
    "    end = ((k + 1) * (2 * (npts - 1) - k)) // 2\n",
    "    hor_dist[start: end] = min_hor_dist * np.ones(npts - 1 - k)\n",
    "    ver_dist[start: end] = min_ver_dist * np.ones(npts - 1 - k)\n",
    "\n",
    "    \n",
    "dist = np.hypot(diff[:, 0], diff[:, 1])\n",
    "dist_ind = dist <= np.hypot(hor_dist, ver_dist)     # True if distance between events is less than or equal to distance to edge\n",
    "\n",
    "w1 = (1 - (np.arccos(np.minimum(ver_dist, dist) / dist) + np.arccos(np.minimum(hor_dist, dist) / dist)) / np.pi)\n",
    "w2 = (3 / 4 - 0.5 * (np.arccos(ver_dist / dist * ~dist_ind) + np.arccos(hor_dist / dist * ~dist_ind)) / np.pi)\n",
    "\n",
    "weight = dist_ind * w1 + ~dist_ind * w2              # Weighting term\n",
    "\n",
    "for r in range(len(radii)):\n",
    "    ripley[r] = ((dist < radii[r]) / weight).sum()   # Indicator function with weighting term\n",
    "\n",
    "ripley = area * 2. * ripley / (npts * (npts - 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create confidence envelopes\n",
    "Confidence envelopes are created by collecting high and low percentiles of sorted Ripley K for CSR patterns. Usually, $P10$ and $P90$ are good choices. If the Ripley K function exceeds the top threshold of the confidence envelope, then there is evidence for statistically significant clustering. Conversely, if the $K$ function sits below the lower end of the confidence envelope, then there is statistically significant inhibition. \n",
    "\n",
    "The confidence envelopes are generated by the bootstrap method: \n",
    "1. Generate a large number of CSR patterns by the Monte Carlo method;\n",
    "\n",
    "2. Calculate the Ripley K function for each pattern; \n",
    "\n",
    "3. Sort the $K$ values for each radius (each row) by increasing order;\n",
    "\n",
    "4. Take the $P10$ and $P90$ of $K$ for each radius $r$ to form the top and bottom fences of the confidence envelope.\n",
    "\n",
    "Observe that step 3 requires several iterations of the previous steps. To keep this demonstration as succint as possible, we will utilize a function which implements Ripley's K. More information on that function can be found in a later section.\n",
    "\n",
    "First, let us find the confidence envelope without edge correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ks = np.zeros(shape=(len(radii),100))\n",
    "xDel = (x_max-x_min); yDel = (y_max-y_min)\n",
    "edge = np.array([[0,0],[0,1000],[1000,1000],[1000,0]])                            # Boundary coordinates\n",
    "\n",
    "for i in range(100):                                                              # 100 realizations\n",
    "    x_coords = xDel*sts.uniform.rvs(0,1,((npts,1))) + x_min\n",
    "    y_coords = yDel*sts.uniform.rvs(0,1,((npts,1))) + y_min\n",
    "    \n",
    "    Ks[:,i] = ripley_K(data_x=x_coords, data_y=y_coords, edge_x=edge[:,0],\\\n",
    "                       edge_y=edge[:,1], radii=radii, mode='none', cv=False)      # Compute Ripley K for pattern       \n",
    "\n",
    "n_k10 = np.zeros((len(radii),1))\n",
    "n_k90 = np.zeros((len(radii),1))\n",
    "\n",
    "for j in range(len(radii)):\n",
    "    Ks[j,:] = np.sort(Ks[j,:])                                                    # Sort row of K values at fixed radius\n",
    "    n_k10[j] = Ks[j,:][9]                                                         # Take P10\n",
    "    n_k90[j] = Ks[j,:][89]                                                        # Take P90"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, repeat the same procedure but with Ripley's Isotropic Correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(100):                                                              # 100 realizations\n",
    "    x_coords = xDel*sts.uniform.rvs(0,1,((npts,1))) + x_min\n",
    "    y_coords = yDel*sts.uniform.rvs(0,1,((npts,1))) + y_min\n",
    "    \n",
    "    Ks[:,i] = ripley_K(data_x=x_coords, data_y=y_coords, edge_x=edge[:,0],\\\n",
    "                       edge_y=edge[:,1], radii=radii, mode='ripley', cv=False)    # Compute Ripley K for pattern                             \n",
    "\n",
    "k10 = np.zeros((len(radii),1))\n",
    "k90 = np.zeros((len(radii),1))\n",
    "\n",
    "for j in range(len(radii)):\n",
    "    Ks[j,:] = np.sort(Ks[j,:])                                                    # Sort row of K values at fixed radius\n",
    "    k10[j] = Ks[j,:][9]                                                           # Take P10\n",
    "    k90[j] = Ks[j,:][89]                                                          # Take P90"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the Ripley K function\n",
    "With the regular Ripley K functions and the corresponding confidence envelopes calculated, we can proceed to plot the resulting curves. Recall that we have computed two Ripley K functions for the same dataset: one without edge adjustment, and another with Ripley's Isotropic Correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r+fHHH/H19aVdu3b4+fllyUNZcs9Wag8o71pNL6OSH44ePHigk/relvyA9+jRo1T3P3z4UKtcVnBwcGD16tUcPnxY80Cd3Fvm4ODAnDlzCA8PJyAgABMTE83KjdkpM9cpO+6PN+NTqVTcvHkz3eXh3efz33//pdiW3FPy+PFj8uXLp7UvMTGRZ8+eaX2ZkNxGtWrVNAu+ZNbjx49ZunQplStXZs+ePSl6bbZs2ZLiGBMTE8LDw4mPj0+RqKV2fu/yvs8RUk/M9fT0cHFxwcXFhcePH3P8+HG2bt2Kn58fV65c4cSJE6kO3cxKuvw8hBCfns92TtqgQYMICgpi+fLlHDt2jB49evDNN99oxosfOnSIxMREHj16RL169ahUqRLOzs7p/gdXCPGavr4+K1asoEePHly+fJm2bdu+c4nuD5E8lDJ5JcI3nT17VidtJK/MduDAgXT1TmX0m+0CBQpQunRp7t+/z/Xr11PsT142OysTIwcHBxQKBQEBAQQGBmJjY6MZvuXg4IBKpWLDhg1cv36dRo0apTrE8m26/obf1taWvHnzcv78+VQTrNSuU2buj+S4M9ITCUn3SUREBJcvX05X+eQ43x7SCElJx9tzmQDNKqnHjx9Pse/UqVNavTYA+fPnp1KlSly5coXw8PB0xfUuN2/eRKVS0aRJkxQJ2r1791L9t7J69eqoVKpU4z169Gi6237f5xgVFZXq782bihUrRocOHVi1ahUODg6EhYVpfU4Z7XnOLF1+Hu8jvWtCfJw+yyQtLCyMzZs38+eff9KwYUNsbGzo378/LVq0YNWqVcDrf4BmzZqFu7s73t7eJCQk0K5dO169epWzJyDER0hPT0+zPH1oaCht2rTRvEdLV2rWrKl5D9ubv6fh4eGpLlmfGTVq1KBevXqcP3+euXPnptj/7NkzYmJiND8nDzl7e+jX+3z77beo1WomTpyo9WD19OlTZs6cqSmTVYoVK0alSpU4efIkx44d0xrOWK9ePYyNjTWr9qV3PpqpqSkKhSLVB+vMMDQ0pGvXrrx48ULrHW2Q9Hf80qVLMTAwoHv37prtmbk/MvP5wesRHMOGDUu11/Xly5ea+Y0Abdq0wdTUlM2bN3PmzBmtsr///rtmaOObvvnmGwBmz56t1XsUFxfH1KlT3xlXXFwcgwYNSjW5jYiISNcXGsnLt584cULrHn3x4gXDhg1LkSACmnnh06ZN0/odCQ8PZ9asWWm2maxAgQKUL1+ekydPcuXKFc32xMRExo8fT3R0tFb52NhYAgICUKvVWtvj4+M1ydGbi3YULlyYJ0+epKgnK+jq83if5HtYV797Qojs8ckOd3yfc+fOoVarqV+/vtb22NhYzQOHSqUiPj6e6dOn07RpUwCWLVtGhQoV2L17N507d872uIX42CkUCjw9PTE2NsbLy4s2bdrg7+9P2bJldVK/hYUFXbt2ZePGjTRu3JiWLVvy/Plz9u3bR4MGDXS2iMTSpUtp164dU6dOxd/fn0aNGqFWq7l+/TqHDh3i77//1iz7/uWXX+Ln50evXr1o2bIlxsbGlChRQvOAnZohQ4awf/9+du7cSaNGjWjRogXR0dH4+fnx+PFjhg0bluriC7rk4ODApUuXNOeQzMjIiHr16mV4Plr+/PmpXbs2x48f58cff6Rs2bLo6enRunVr7OzsMhXj5MmTOX78OMuXL+fMmTM0btxY856058+fM3PmTK0FHDJzfzRu3BilUsnUqVO5fPmyphcnrdUIv/zySyZPnsyUKVP44osvaNGiBaVKleLly5fcuXOHoKAg6tevrxkWmD9/fubNm0efPn1o3bq11nvSLl26RIMGDTQvSk7WqFEjevfuzapVq7C3t6d9+/YYGBiwe/duTExMsLS0TLG4Ta9evTh37hwrVqygZs2amtU/w8PDuXXrFseOHcPZ2TnVBVzeZG5uTpcuXdiyZQuNGzemSZMmREVFcejQIYyNjalatWqK3j8nJye2bt3Krl27sLe3p02bNsTHx+Pv70/NmjUJCwt7b5tvGjJkCEOGDKFVq1Z06tQJIyMjjh49Snx8PHZ2dly4cEFTNjo6mo4dO1KyZElq165NiRIliImJ4fDhw1y9epXWrVtToUIFrc/u33//pUuXLjRo0AAjIyPs7Oxo3bp1uuNLL119Hu+T/LLtrVu3YmhoiLW1NQqFgu7du8u70oTIxT7LJC15xbKDBw+mGBefPOk5eb7Mm39xFyxYEAsLC/k2SogP5OHhQd68eZk9ezZt2rTBz8+PSpUq6aTu+fPnY2ZmxpYtW1ixYgXW1tYMGDCAoUOH4uvrq5M2bGxsOHLkCPPmzWPHjh0sX74cIyMjSpYsyeDBg7UWcvjuu++4c+cOW7ZsYd68eSQkJNCwYcP3JmmGhob4+vqyaNEiNm/ezLJly9DX18fOzg4PDw+cnJx0ch7v8+WXX7JkyRIUCkWK94N9+eWXBAQEYGZmlqHPbenSpYwbN479+/ezefNm1Go1VlZWmU7SChUqxN69e/H09GT79u0sWrQIY2NjatWqxdChQzVfsL0po/dHhQoV8PLyYsGCBaxcuVLTA5SeJeOHDx9OvXr1WLp0KSdOnGDnzp2a5On777+na9euWuU7duzIli1bmD59On5+fhgaGtKgQQP27duHp6dniiQNYM6cOdja2rJq1Sr+/PNPChcuTLt27Zg4cSJVqlRJdZXBWbNm0bx5c/78808OHz5MZGQkhQoVwtramqFDh9KtW7c0zw1gwYIF2NjYsHXrVlasWEHRokVp3bo1v/zyC7169UpRXqFQsHr1ajw9Pfnrr79Yvnw55ubmODs7M3r06AzNU+3VqxdqtZrFixezfv16TE1NadOmDZMmTUrRdr58+ZgyZQqBgYH8/fff7Nixg/z581O6dGnmzJmTolf6p59+IjIykt27d3Py5EkSExPp0aNHliRpoLvP41309PTw9vZm8uTJmi8wkr+oliRNiNxLERERoU672MetePHizJgxQzPUIjQ0lNq1a+Pv7//OoTrJZbZt26b5pvjFixfY2tqyePFirRfbCiGEELnJ9evX+eKLL+jSpQsrV67M6XAybfLkycydO5e9e/e+94XpQgjxqflk56S9ePGC4OBggoODUalU3L17l+DgYO7cuUO5cuXo1q0brq6ubNu2jZs3b3LmzBkWLFiAv78/AOXKlaNNmzaMHTuWEydOcOXKFQYNGkTRokVp1apVDp+dEEIIkbQq4tuLXLx69UrzPsF27drlRFg6k/zaGysrqxyORAghstcn25MWGBhI+/btU2zv0aMHXl5exMfHM2vWLDZs2MD9+/cpVKgQtWrVYuzYsZqx38+fP+eXX35h+/btmqEBv//+O6VLl87u0xFCCCFSmDx5Mps3b6ZRo0ZYWFjw33//ceTIEe7du0eLFi3w8fFBoVDkdJgZtn79egICAvDx8aFmzZocOHAgp0MSQohs9ckmaUIIIcSnLiAggAULFnD+/HnCw8PR19enbNmydO3aFRcXl1RfHP0xaNeuHVevXsXe3p7ff/9detKEEJ8dSdKEEEIIIYQQIhf5ZOekCSGEEEIIIcTHSJI0IYQQQgghhMhFJEkTQgghhBBCiFxEkrRsEBISktMhiE+I3E9Cl+R+Erok95PQJbmfhC59bPeTJGlCCCGEEEIIkYtIkiaEEEIIIYQQuYgkaUIIIYQQQgiRi0iSJoQQQgghhBC5iH5OB5DdYmNjiYmJydY2jY2NiYyMzNY2xafF2NgYIyOjnA5DCCGEEEJkg88qSXv58iUAJiYmKBSKbGvXyMgIY2PjbGtPfFrUajWvXr0iISGBfPny5XQ4QgghhBAii31Wwx2TH3KzM0ET4kMpFAry5ctHQkJCTocihBBCCCGywWeVpAkhhBBCCCFEbidJmhBCCCGEEELkIpKkCSGEEEIIIUQuIkmaEEIIIYQQQuQikqR9BFxcXOjevbvWtt27d2Npacmvv/6aQ1EJIYQQQgghssJntQT/p2LDhg0MHTqUKVOm4OLiktPhCCGEEEIIIXRIetI+Ml5eXgwdOpT58+dLgiaEEEIIIcQnKNt70oKCgliwYAHnzp3jwYMHLFq0CGdn5/cec/HiRX7++Wf+/fdfChUqRO/evRk9erTO3ndmamqqk3rSKyIiIlPHTZs2jUWLFrF27VpatWql46iEEEIIIYQQuUG2J2kvX76kcuXK9OjRg4EDB6ZZPioqCkdHRxo0aMDBgwcJCQlh0KBB5M2blyFDhmRDxLnDoUOH2LNnDxs3bpQETQghhBBCiE9YtidpLVu2pGXLlgC4urqmWX7Tpk1ER0fj5eVFnjx5qFy5MteuXWPx4sUMHjxYJ71pme3ZSq+YmBiMjY0/qI5KlSoRFRXF9OnTqVevXrb3/gkhhBBCCCGyR66fk/b3339jb29Pnjx5NNuaNWvGgwcPuHXrVg5Glr0sLCzYsWMHUVFRdOrUKcsTSyGEEEIIIUTOyPWrOz569AgrKyutbcWKFdPss7GxSfW4kJCQFNuMjY0xMjLSeYzpERMTk+ljExMTSUxMpHDhwmzZsgUnJyfat2/Pxo0bKVy4sA6jFLlZVFQUjx49AlK/v4XILLmfhC7J/SR0Se4noUu56X6ytbV97/5cn6QBKYY0qtXqVLe/KbUTj4yM/OBhh5nxocMd9fT00NPTw9jYmFKlSrFjxw46duxI165d8ff3p0iRIjqMVuRWJiYmlChRgpCQkDR/sYVIL7mfhC7J/SR0Se4noUsf2/2U64c7mpmZaXoPkj158gR43aP2uTEzM2P79u0AtG/fnsePH+dwREIIIYQQQghdyfU9aXXr1mXy5MlavVGHDh3C0tKSUqVK5XB02cPLyyvFtqJFixIUFJQD0QghhBBCCCGyUrb3pL148YLg4GCCg4NRqVTcvXuX4OBg7ty5A8CUKVPo0KGDpryTkxN58uTB1dWVS5cu4e/vz9y5c3F1ddXZe9KEEEIIIYQQIrfI9iTtzJkzODg44ODgQHR0NB4eHjg4OPDbb78B8PDhQ8LCwjTlCxYsiK+vLw8ePKBJkyb8/PPPDBo0iMGDB2d36EIIIYQQQgiR5bJ9uGPjxo3fu3x8akP7qlSpwq5du7IyLCGEEEIIIcQnJCIiguvXrxMaGvpRLRoCH8GcNCGEEEIIIYRITWxsLGFhYYSGhnL9+nVCQkI0idmbi+stWbKEWrVq5WCkGSNJmhBCCCGEECLXUqvV/Pfff1y9epWQkBBCQ0M1f27fvo1KpUr1uDx58lC2bFlsbW3JkydPNkf9YSRJE0IIIYQQQuQKcXFxXL16lQsXLmj9efr0aarllUolpUuXply5cin+WFpaolQmLcGRm15knR6SpAkhhBBCCCGy3ePHjzVJ2Pnz57lw4QLXrl0jISEhRVkTExOqVKmSIhGzsbHByMgoB6LPWpKkCSGEEEIIIbJUZGQkAQEB/PPPP5rE7NGjRynKKRQKypYti52dHXZ2dlSpUgU7OztKlCiRoddvRUXB2bN6/PuvHqdP6zNwoAEf09ohkqQJIYQQQgghdEqtVnPx4kX279/Pvn37OHnyZIoesgIFClClShVNImZnZ0elSpXInz9/htqKi4NLl5ScPq3P6dNJidnVq0rU6tdJXcuWN2nYsBTwcbxnWZI08ck4ceIEI0eOJCQkhLp167J48WKqV6/OoUOHqFmzZqrHnDlzhiZNmnDu3DlKlSqVzRELIYQQQnw6oqKiOHz4MPv27ePAgQPcv39fs09PTw97e3saN25M1apVqVq1KiVLltTMGUsvtRpu3FBy+rSeJiELDtYjNlY7+TIwSKRatfvUrh1GnTo3+eKLv4EvdXGa2UKStI+Ai4sLz549Y+PGjTkdSoap1WrWrl3L2rVruXz5MgqFgtKlS9OlSxf69OmDiYmJztoaO3YsdnZ2+Pj4kC9fPkxMTLh69SpFihTRWRtCCCGEECJJWr1l5ubmNG/enBYtWvDVV19hamqa4TZUKggOVrJ/vwHHjyclZhERKRO78uUfU7v2TerUCeOLLx5QrdojjIwSNfvDw6Myd5I5RJI08cHi4uIwNDRMdd+AAQPw9/dn5MiR/P777xQtWpQrV66wfPlyiizYxR4AACAASURBVBYtirOzs87iuHHjBv369cPa2lqzzdzcXGf1CyGEEEJ87pJ7y/bv38/+/ftT7S1r3rw5zZs3p1q1ahmaR5bs8WMFBw/qc+CAPgcP6vPkiXZSZm7+nDp1blGnzg1q175HrVr/YWoa88HnlptkrH9R5EpBQUE0a9YMc3NzbG1tGTduHHFxcQDs27cPa2trzbca169fx9TUlJEjR2qO//XXX+nUqZPm5ytXrtCtWzesra0pV64cffv25b///tPsd3FxoXv37sydO5fKlStTuXLlVOPy9fXFx8eHZcuWMXr0aL744gtKlSpFq1at2Lx5M23btgVApVIxY8YMqlSpgpmZGQ0aNGDHjh2aem7duoWpqSnbtm2jU6dOWFpaUq9ePQ4dOqS1PyoqisGDB2Nqasq6des028+cOaOpa//+/dSpUwdzc3Nat25NaGhoirhPnjxJmzZtsLS0pFKlSowcOZKoqNffvrRt25ZRo0YxdepUypQpQ7ly5ZgwYYLWOzri4uKYOnUqdnZ2mJmZUb16dZYsWZLuayyEEEIIkVtERUWxceNGvvnmG8qVK8d3333HmjVruH//Pubm5jg7O7Nq1SquX7/Orl27GDVqFNWrV093gpaQAMeP6zFtmhFffZUPW1sTBgzIi4+PIU+eKClRIoJ+/YJYt+4PQkJ+IyzMnU2bvBk9+hhNm9765BI0kJ40AApmous1Q/W/9XNkRITO6r5//z5du3ale/fuLF68mLCwMIYOHYpSqcTd3R17e3tiYmI4c+YMderU4ejRoxQpUoTAwEBNHUePHqVFixYAPHz4kDZt2tCrVy9+/fVX4uPj+fXXX+nRowf79+/XjBsOCgrCxMSEzZs3o1arU43Nx8eHcuXK0aFDh1T3J3d5e3l5sWDBAubMmUPNmjXZuHEjvXr14vDhw1SrVk1Tftq0aUydOpXZs2czc+ZMfvjhB86fP4+1tTVXr16lZs2aTJw4kc6dO2NiYpJixaC7d+/i7OzMd999x48//sjFixcZP368VpmLFy/SuXNnxo4dy4IFCwgPD2fcuHEMHjyYNWvWaMpt2rSJAQMGsHfvXs6fP0+/fv2oUaMGTk5OQFIie/z4cTw8PKhevTq3b9/m3r17GbrGQgghhBA5JSoqil27duHn58eBAwc0HQAKhYL69evTokWLD+otu3s3qbds/34DDh/WJyrqdR1GRgk4OFynZcvztGhxg/Lln5GJJpLEJqA8dheqfFxpz8cVrUhh5cqVmJubM3v2bJRKJRUqVMDNzY0RI0Ywfvx48ufPT/Xq1QkMDNQkaT/++CNz587l4cOHmJiY8O+//zJlyhRNfXZ2dpqfAZYuXYqNjQ1nzpzhiy++AMDIyIiFCxe+970UN27cwDYda50uXLiQwYMH07VrVwDGjx/PsWPHWLhwIcuWLdOUc3V1pXXr1gBMmjSJDRs2cP78eezt7TE3N0ehUGBiYvLOIY5//PEH1tbWzJgxA4VCQfny5QkNDcXd3V1TZv78+Tg6OjJkyBDNttmzZ+Pg4MDjx48pVqwYABUqVNAkeOXKlWP16tUEBATg5OTE9evX2bJlC5s3b6Z58+YA2NjYaOpL7zUWQgghhMhOUVFR7N69G19fXw4ePEhsbCyQlJg1bNgQR0dH2rdvn6npJAkJcOyYHnv3GnDggD6XL+tp7S9f/gktWlygZcvLNGp0n7x54zN9HoqwCJR7bqDcdwPl4dsoXsVj4NsCmmS6ymwnSRq67dlKTUxMDMbGxllS99WrV6lTp45W74u9vT1xcXHcuHEDOzs7GjVqxNGjRxk5ciRBQUEMHDiQI0eOaHrVDAwMNInBuXPnOHbsGMWLF0/RVlhYmKZcpUqV0nxx4Lt62N4UFRXFgwcPqF+/vtZ2e3t79u7dq7WtSpUqmv+3tLQEkl6CmF5Xr16ldu3aWt/21K1bV6vMuXPnuHHjBr6+vinOIywsTJOkvRkLgIWFhSaW4OBglEoljRs3TjWO9F5jIYQQQoislpyYJfeYvZ2YderUiQ4dOmQqMYuPhyNH9Nm2zYAdO/R5+vT182r+/HE0aXKVli0v0rx5GDY2kZk/iVfxKANvo9wTlpSYhYZr7VZVtSL6SSUMMt9CtpMk7SOnVqvf2cWcvL1Ro0asWLGCK1eu8OLFC2rUqEGjRo0IDAykaNGi1K1bFwODpNtWpVLRsmVLpk2blqK+5AQFIF++fGnGVrZsWa5du5aZ09KKP1lyjG/uS08imCw9ZVUqFd999x2urq4p9iUnhm/HkhxPcv1ptZPeayyEEEIIkRWeP3+u6TF7OzFr0KCBpsfMwsIiw3XHxsKhQ0mJ2a5d+lorMZYr95QOHf7l66+vUq/eAwwNE99T03uo1SiuPUO59wbKfWEoA++giHm9qqTa1JjEpnbEN2tHfFMn1JbW/BcSgslH8o40kCTto1exYkV8fX1RqVSa3rTjx49jaGhI6dKlgaReqdjYWObNm0f9+vXR09OjUaNGDB8+nGLFimnmowFUr14dX19fSpQokSIRyaiuXbvyww8/4O/vn+q8tIiICExNTbG0tOTEiRN8+eXrd1ccP36cChUqfFD7b6tYsSL+/v5aie2pU6e0ylSvXp3Lly9TpkyZTLdTvXp1VCoVgYGBmuGOb+/X1TUWQgghhEiP5GeTdevWsX37dqKjo4HXiVlyj1lmErPoaNi/Xx9/fwN27zbg+fPXyVDlyv/h6HiaTp0uUqXK08zPLXsZh/LgraSesr1hKG9p97wl1ipBQrOGxDfvTuIXjUH/405zPu7oPyNRUVEEBwdrbStYsCB9+/bFy8uLUaNGMXDgQG7evMmUKVP48ccfyZs3L4BmXpqPjw+TJ08Gkob53bt3j1u3bmnNjerXrx+rV6+mT58+DB8+nKJFi3Lz5k18fX2ZNm0aBQoUSHfMjo6O7Nixg/79+3PlyhWaN29O0aJFuXbtGsuWLaNjx444OzszZMgQPDw8KFu2LDVq1GDjxo0cP36cw4cPf/B1e1OfPn1YuHAhY8eOpV+/fly6dIk///xTq8ywYcNo0aIFI0aMoHfv3hQoUIBr166xe/du5s6dm652ypYti6OjI0OHDtUsHHL//n1u377NN998o9NrLIQQQgjxPrdv32b9+vWsW7eO27dva7bb29vj6OiY6cTsxQvYt8+Abdv02bfPgJcvX2df1ard///E7DIVKz7LfPAqNcojt9FbdwGl71UUL1/PU1MXyUtis2rEN+9AfJMuqIt9Wq9dkiTtI3H8+HEcHBy0tnXo0IE1a9awadMmJk2aROPGjSlYsCBOTk5MmjRJq2zjxo05ffo0jRo1AsDY2JjatWunWKjC0tKSPXv2MGXKFLp06UJsbCzW1tY0adIkzTlob1MoFKxYsYLVq1ezdu1a5s2bh1KpxMbGBicnJ03v2sCBA3nx4gVubm48evQIW1tb1qxZo7Wyoy6UKFGCtWvXMn78eFatWkWNGjVwc3Ojf//+mjJ2dnbs3LmTadOm0a5dOxITE7GxsdG8LiC9lixZgru7O2PHjuXp06dYWVlphlDq8hoLIYQQQrwtOjqaHTt24O3tTUBAgGYqhrW1NT179qRnz55ai5ql16tXsHOnAb6+SYt/xMS8Tsy++OIunTqdxtHxMmXLfth6D4prT9FbdxG9vy6guPtcsz2xdgkSWjYhvlk3EmvYg57ee2r5uCkiIiLSP6nnIxcZGUnBgm8viJ/1snLhEPH5SL5/Q0JC0rVqphDpIfeT0CW5n4Quyf2UMWq1mrNnz7Ju3To2bdpEZGTScEAjIyPat2/Pt99+i4ODQ4Zf9aNSJa3KuGGDIdu2aQ9lrF//Jo6Op+nY8QqlSj1/Ty3p8DQavc2Xk3rNTj143X5JU+K/+Zq47kNRlU393bzp8bHdT9KTJoQQQgghxEfqyZMn+Pj44O3tzaVLlzTba9asibOzM05OTpp302bE9etKNmwwYONGQ27ffp3Y1alzm2++OUnHjlcpXvzFhwUfl4hyz42kxGxnKIp4FQDq/IYkONYj7htXEuxbwWf4DllJ0oQQQgghhPiIqFQq9u/fz9q1a9m9ezfx8UlztQoXLkz37t1xdnbGzs4uw/VGRICvryEbNhhw8uTrNMHaOpKePU/Qs+dZKlQIf08N6aBWo/j3YdJwxk2XUDxJWsBErVSQ2KwisT2+I77N95A37ZXEP2WSpAkhhBBCCPERiI+PZ9OmTcybN4+rV68CoFQqadWqFT179qR169YYGhpmsE44cECfDRsM2LXLgNjYpOGM+fLF4eh4FmfnUzg43EWp/MAZUpGx6K06h97qYJSXn2o2qyqZEd+jI7FOQ1BblfywNj4hkqQJIYQQQgiRi718+ZI1a9awaNEi7t69C0Dx4sXp27cvPXr00HqXa3qo1RAcrGTDBkM2bzbg8eOk4YQKhZqmTUNwdj5Ohw4h5M8fn0ZNaVPcikRv4T/orQpG8SIuqf2ieUno+iUx3Qejqt6AzK/L/+mSJE0IIYQQQohc6NmzZyxbtoxly5bx7FnSUvYVKlRg2LBhODk5ZbjXLDYWNm82wMvLiAsXXq+MWKHCY5ydj/HNN+cpUeID55n9P8XJe+jPP4XS7xoKVVIvXKJDOWIHDCa+RQ8wlBWt30eSNCGEEEIIIXKRu3fvsmjRIlavXs2rV68AqF27NiNGjKB169YZXqExIgL+/NOIpUsNefgw6dgiRV7Rrds/9Oz5D1988Ug3nVmJKpT+IUnJ2Yl7AKj1lSR0q0f0wAmoajTSQSOfB0nShBBCCCGEyAWuXr3KvHnz8PHxISEhAYDmzZszfPhwGjZsiCKDmdTNmwq8vIzw9jbUvGy6SpX/GD58L127XsbISKWbwF/Eobc6GL2F/6C8mbT0v9rUmPg+XxPTzw118dK6aeczIkmaEEIIIYQQOeiff/5h7ty57NixA7VajVKppEuXLgwbNoxq1apluL7Tp/VYsMAQf38DVKqk5KxZs2sMH76fZs1u624K2N0o9L3+RW/lWRSRsQCoShcizuVbYnv+DPlNdNTQ50eSNCGEEEIIIbKZWq3m0KFDeHp6EhgYCCS9eNrZ2ZkhQ4ZQunTGep9UKti1S5+FC404fjzpEV9fP5EePf5l6NDDVKv2NI0a0k9x5mHSkMbNV1AkJPXGJdrbEDtoKPGtvwc9vTRqEGmRJE18Ml69esXAgQM5fPgwUVFRnDt3DldXVypXrszMmTPfeZy9vT0dOnRg3Lhx2RitEEIIIT5XFy9eZNy4cRw5cgQAExMT+vbty8CBAzE3N89QXdHRsGGDIYsWGRIampQcFSwYQ9++R3FxOY619UvdBK1WozxyGz2PY+gF3E7apKcgwak2MQN/IbF2U920IwBJ0j4Kbdu2TTXRWLduHaNHj+bevXs5FFn6BAcH4+npSVBQEJGRkVhZWVG/fn0GDx5MlSpVdNaOt7c3x44dY9euXRQtWpSiRYvi7e2Nvr7c5kIIIYTIeU+fPsXDw4M//vgDlUpFoUKFGDp0KD/88AMFCxbMUF2PHytYscKQFSsMefo0aTGQkiUjGDz4AL17n6VAgQ9fPh9ISs4O30LfPQhlUNLy/+oChiT0bkn0j26oS9rqph2hRZ5ehU7Ex8djYGCQYvvu3bv57rvv+Oqrr1i6dCmlS5cmPDwcf39/pkyZgo+Pj85iuHHjBuXLl9dK/AoVKqSz+oUQQgghMiM+Pp6VK1fi4eFBZGQkenp69O/fn3HjxmX4WeXmTQULFhixbp0hMTFJk8tq1brL8OH7cHS8hr7+B750OplajfLgzaTk7Pj/r9RYyJg41y7E9J8GBeUZKytlbP1Okau5uLjQvXt3Zs6cia2tLcWLF8fV1ZXo6GhNmbZt2zJixAjGjBlDqVKlKFWqFBMnTkSler26T1xcHG5ublSuXBkrKyuaNGnCgQMHNPsDAwMxNTVl7969NG3alGLFimntT/bq1SsGDRpE06ZN8fHxoUmTJtjY2FCzZk3c3NxYtmyZpmxQUBDNmjXD3NwcW1tbxo0bR1xcnFbco0aNYurUqZQpU4Zy5coxYcIETdxt27ZlyZIlHDt2DFNTU9q2bavZ/vPPP2vqefz4MT169MDCwgI7OzvWrl2bIu7IyEiGDRtGuXLlsLa2pk2bNpw5c0azf926dRQvXpyAgADs7e2xsrKiXbt23Lx5U6uePXv20KxZMywsLChdujTdu3cnJiYmXddYCCGEEJ+GAwcO0KhRI8aOHUtkZCRNmjTh6NGjzJgxI0MJWnCwkr5981CrVgFWrjQiJkZBmzaX2LdvPkePLqRr16u6SdDUapT7bmDYxBvDdj4oj99DXdiY2Im9iDp3mZifF0mClg2kJw0wNc1Y93LGadcfERGZZS0FBQVhbGzMtm3bePDgAYMHD8bNzY0ZM2ZoymzatIkePXqwb98+Ll68yLBhwzA3N2fw4MEADBo0iLCwMJYvX07x4sXZu3cv33zzDQcPHqRq1aqaeiZPnsy0adMoU6YM+fPnTxHLgQMHePr0KSNGjEg1VlNTUwDu379P165d6d69O4sXLyYsLIyhQ4eiVCpxd3fXinvAgAHs3buX8+fP069fP2rUqIGTkxPe3t5MmDCBkJAQ1q5d+86XO7q6unLnzh38/PzIkycPv/zyC7dv39bsV6vVdO/eHRMTEzZu3EihQoX466+/6NChA6dOncLCwgKA2NhY5syZw8KFCzEyMsLFxYWRI0eydetWAPbv30/Pnj0ZMWIEixYtIiEhgUOHDmmSyvReYyGEEEJ8nEJDQxk/fjx79uwBoEyZMri7u/P111+neyl9tRoCA/WYN8+IAweSRizp66vo2fMUI0cepFKlCN0FrFaj3HMD/d+CUJ56kLSpSB7ihnQjpu8UKGCqu7ZEmiRJ+8QolUoWLVpE/vz5qVy5MpMnT2bIkCG4ubmRL18+AMzNzZkxYwYKhYLy5csTGhrK4sWLGTx4MGFhYWzevJng4GBKlCgBQP/+/Tl8+DCrVq1i9uzZmrbGjBlD06bvniR648YNACpUqPDemFeuXIm5uTmzZ89GqVRSoUIF3NzcGDFiBOPHjydv3ryaesaPHw9AuXLlWL16NQEBATg5OVGoUCHy5s2LgYHBOyfchoaGsm/fPnbv3k39+vUB8PLyokaNGpoyR44c4fz584SGhpInTx4AJkyYwO7du9m4cSPDhg0DICEhgVmzZmFrmzQOe8iQIQwaNAiVSoVSqWTmzJl07NiRCRMmaOq2s7MDyNA1FkIIIcTHJTIykpkzZ7J06VLi4+MpUKAAo0ePpn///hgZGaWrDpUK/vc/febNM+L06aTH9Xz54vjhh2MMGRJIiRI6WgwEkpKzXdfR/+0YytP/n5wVzUPc0B7E/DBZltHPIZKkkbU9WwAxMTEYGxtnaRvJqlSpotWrVbduXeLi4ggLC9MkCbVr19b6Bqdu3bq4u7trVkRUq9WaJCZZbGwsDg4OWttq1qz53ljU6vR1uV+9epU6deqgVL4efWtvb09cXBw3btzQxP32IiMWFhY8fvw4XW0kt6NUKvniiy8020qWLImlpaXm53PnzvHq1SvKlSundWxMTAxhYWGan42MjDQJWnIs8fHxREZGUqhQIYKDg+nZs2eqcWTkGgshhBDi45CYmIi3tze//vorT548QaFQ0KtXLyZOnIiZmVm66oiNhY0bDViwwIiQkKSVGosUeYWr6yEGDDhFkSIxugtYrUa5IxR9j2Mo/32YtMksL7FDexLbxw3yFdBdWyLDJEn7CBQoUIDIyJSJZGRkJCYmuv12Q6VSoVAoOHjwYIqFQN5ONJN75t6lbNmyQFJyVK9evXeWU6vV7+z2f3P72/EoFIp0J4LJ7aRFpVJhZmbGrl27UuwrUOD1X1ZvrxiZHOebc/ve10Z6r7EQQgghcr+goCDGjh3L+fPngaQvmz08PLRG67xPVBSsXm3I4sVGPHjweqXGYcP28f3358iXL0F3warVKP8XmjSs8ex/SZss8hE79Ftie0+EvCmnsIjsJ0naR8DW1pZ9+/alSGbOnTuXosfn0qVLvHz5UpNAnTp1CkNDQ60XIp4+fVqrrlOnTmFpaYmJiQnVqlVDrVbz33//fXCvTtOmTSlSpAienp5s2LAhxf6IiAhMTU2pWLEivr6+mqGCAMePH08R94eqUKECKpWKf//9V5M03rlzhwcPHmjKVK9enUePHqFUKrGxscl0W9WqVSMgIIDvv/8+1X26usZCCCGEyDm3b9/Gzc0NX19fAKytrZk6dSqOjo7pmnf26JGCpUsNWbHCiMjIpPJVqvzHqFF7cHK6jIGBjlZq/H+Kfx5gMOYgymP/v5S+RX5ih/ci9vsJkOf9X76L7CWrO34E+vbty82bNxk9ejTnz58nJCSERYsWsWXLFoYMGaJVNjExkcGDB3P58mUOHTrElClT+P7777V6vR4+fMjYsWMJCQlh27ZtzJ8/H1dXVyBprle3bt1wdXVl27Zt3Lx5kzNnzrBgwQL8/f0zFHe+fPmYP38+Bw4coFu3bhw6dIhbt25x9uxZpk2bRv/+/TXn9/DhQ0aNGsXVq1fZs2cPU6ZM4ccff9TMR9MFW1tbmjdvzogRI/j7778JDg7G1dVVM/cM4KuvvqJ+/fr07NmTffv2cfPmTf7++29+++03jh07lu62Ro0ahZ+fH9OmTePKlStcvnyZRYsWaYZS6uoaCyGEECL7vXr1it9++426devi6+tLnjx5GDduHH///TedO3dOM0GLjITJk42oVq0As2cbExmpoGHDMLZuXcKpU5706HFJtwnanSgMfvgfRo3XoDx2F3XRPMRMdyXqzDViB3pIgpYLSU/aR8DGxoadO3cybdo0OnfuTGxsLLa2tqxatYqWLVtqlW3YsCEVK1akffv2REdH0759e6ZMmaJVpmvXrqhUKpo1a6YZL52cpAEsWrSIWbNmMWnSJO7fv0+hQoWoVasWjRs3znDsbdu2Zd++fXh6etK/f3/Ny6zt7e01cVlZWbFp0yYmTZpE48aNKViwIE5OTkyaNCkTV+v9Fi9ezNChQ+nQoQNFihRhzJgxPHnyRLNfoVDg4+PDtGnTGDZsGI8fP8bMzIx69erRo0ePdLfTsmVLvL29mT59OvPnzyd//vzUrVuXvn37Arq9xkIIIYTIHmq1Gj8/PyZOnMjdu0m9UU5OTkyePBlra+s0j4+Phz/+MGTGDCPNC6jbtr3EqFF7sbd/qPuAn8eiP+ckenNPoYhJQG2oR/ygdkQP94SChXXfntAZRUREhG77UXOxyMjIDL/NXReya+EQFxcXnj17xsaNG99Zpm3btlSuXJmZM2dmeTxCt5Lv35CQEK1FS4T4EHI/CV2S+0noUm67n86fP8/YsWMJCgoCoGrVqkyfPp0GDRqkeaxanbRa4+TJxly/nrQgSMOGYXh4+FKnziPdB5uoQm/NefSnBKL4L2klyASn2ryasAC1TSXdt/cRyG33U1qkJ00IIYQQQoh3ePr0Ke7u7qxatQqVSkWRIkWYOHEivXr1Qk9PL83j//lHjwkTjDlxIumx29b2CdOm+dG+fSjpfF1ahigP3kR/zEGUF5JWwFbVKUG0+0wS6n6t+8ZElpEkTQghhBBCiLckJCTwxx9/8NtvvxEREYGenh4DBw5k7NixmJqm/WLnmzcVTJlijK+vIQBFi75i/Pj/0bfvGZ0vCAKguPIE/V8Oo7frOgDqkgWJmfwTcY6DyZJsUGQpSdI+IV5eXmmW2bFjRzZEIoQQQgjx8QoICGDcuHFcunQJSFpY7Pfff6dixYppHhsermDmTCOWLzckPl6BsXECQ4YcZNSooxQsGKf7YB+/Qt/9KHorzqJIVKMuYEjcTz2JGfAbGOtuATaRvSRJE0IIIYQQArh16xYTJkxg+/btAJQqVQp3d3fatm2b5oqNsbGwbJkhs2YlrdaoUKhxdj6Fm9tuSpR4qftgYxPQW3Qa/enHUETFoVYqiO/bhOixC1AXS3sRE5G7SZImhBBCCCE+ay9fvsTT05MFCxYQGxtL3rx5GTVqFIMGDUpz8Te1GrZuNWDqVGNu3UpasbFJkxB++20bNWo8ee+xmaJWo/QPQX/sQZQ3IwFIbFGRV1Pno6pUV/ftiRwhSZoQQgghhPgsqdVq/P39+eWXX7h37x4A3bp1Y/LkyVhZWaV5/KlTeowda8zp00mP1JUr/8dvv22lZctbWTINTHH5Cfo/7Ufv4C0AVJXNiP51KgnNvtF9YyJHSZImhBBCCCE+O3fu3OGnn35iz549AFSvXp3p06dTv379NI998iRpUZC1a5MWBTE3f4Gb23Z69QpGXz8L3m4VEYO+exB6XqeT5p0VMiZ2fD9ie7uBvoHu2xM5TpI0IYQQQgjx2UhISGDJkiV4eHjw8uVLTExMcHNzo3fv3mkuqZ+YCKtXGzJ1qhEREUoMDBIZPvwAo0cfIX/+BN0Hm/y+M7cjKB6/Spp31q8p0b8sRl3YQvftiVxDkjQhhBBCCPFZOHv2LMOGDePcuXMAdOrUid9//x0Li7QTntOn9fjpJ2POnEl6fG7W7Bpz5mymfPmoLIlVceIeBqP2o/z3IQCJDUvzymMhqmoNs6Q9kbtIkgbo6/uiVD7IsvoVingMDF53RatUliQkOGZZex/Kw8ODP/74g8ePH7No0SKcnZ1zOqR0MzU1ZfXq1XTs2DGnQxFCCCFELvH8+XPc3d1ZtmwZKpWKEiVKMGvWLFq1apXmsc+eJQ1tXLPGALVaQfHiUcycuZlOna5lzevHHrzAYMJh9P66CIDaqgAx00bL+84+M5KkAUrlAxSKyCysPwGFQv+NnzNex6NHj5g9ezZ79uzh/v37FClShCpVqtC/f39atmyps1gvXbrE9OnTWbt2LXXr1sXExCTNYzw8PJg+fXqK7WZmZly7dk1nsQkhhBBCZNTOnTv5ejR9FAAAIABJREFU+eefuXfvHnp6egwePJhx48aRL1++9x6nUsGaNQZMmWJMeLgSfX0Vw4YdYOzYw1kztDE2Ab2Fp9H//RiKF3GoDfWIH9aJ6OGekC/t5zHxaZEk7SNw69Ytvv76a/Lnz4+bmxt2dnaoVCoCAgIYOXIkFy5c0FlbN27cAKBdu3Zpvg/kTba2tvzvf//T2pbWuG4hhBBCiKxy//59xowZo3nnWc2aNZk7dy7Vq1dP89gzZ/QYNcqYf/9NelT+6qtQPD03UbFi1nypr9x9Hf2fD6AMDQcgoV1Von/1QlXaLkvaE7lfJvp0RHb76aefUKvVHDp0CEdHR2xtbalQoQL9+/fn6NGjmnJ37tzB2dkZa2trrK2t+fbbbzXLyUJSj5e9vT1btmyhRo0aWFtb07NnT54+farZ/+233wJQqFAhTE1N0x2jvr4+5ubmWn+KFi2q2V+1alVmzpzJ8OHDKVGiBJUrV2b+/Pma/X379qVXr15adapUKqpUqcKiRYuApGVy582bR40aNbCwsKBBgwZs3LjxvXFdvHiRjh07YmFhgY2NDS4uLkRGvv4L1sXFhe7duzNz5kxsbW0pXrw4rq6uREdHa8pkpl0hhBBC5IzExESWLVtGvXr12L59O/nz5+f3339n//79aSZo4eEKRo40pmnTfPz7rz6Wls/x9v6TnTtXZEmCpgh9hkHnzRj+H3v3GV5FtbZx/D+7pRFEOigKWACxcBT1qEdQPDZEaUHp1dBbBBFEepVeQg8QQi8JHaV6kKIIKihwiJEiIJ0QSN/J3vN+iOY9kaCimUDg/n1jrzU8Ty5Hrn1n1qxVexm2Hy/hfbAQiZFTSJy3TQHtNqeQdpO7dOkSmzZtIjg4mHz58l01/muQMk2TRo0acf78eVatWsXq1as5c+YMjRo1wjT/fyvY48ePExUVxbx584iKiuK7775j0KBBAHTq1CkzOEVHRxMdHZ2jP8vkyZN56KGH2Lp1K126dKFv37589dVXQMaZJBs2bCAuLi5z/vbt2zlz5gxBQUEADB48mLlz5zJq1Ci+/PJLQkJCCAkJydw697eSkpIICgoiICCAzZs3M2/ePL766is6duyYZd6OHTvYv38/K1euJCIigs8++4x+/fpljl9vXREREbkxvv/+e1555RV69OhBfHw81atX58svv6Rt27a/u8Ln16WNTzyRj1mzfLDbTUJCNrNv3wjq1o3O+VfBEt04+m7F9fhM7J8cxgx0kTI0mPjtB0l/qUEOF5O8SMsdb3JHjhzBNE0efPDB3533n//8h/379/Ptt99y7733AhAWFsY//vEPtm7dygsvvABkbDs7efJk7rjjDgCaN2/O/PnzAciXL1/m58WKFbuuPqOjo7nrrruyfPbaa68xc+bMzD9Xq1aN1q1bA9CmTRumTZvG1q1beeqpp3jppZcIDAxk1apVNG3aFIClS5dStWpVihUrRmJiIpMmTSIqKopnn30WgNKlS/P1118TFhaW7Yu/S5cuJTExkWnTphEYGAjAuHHjePPNNzly5Ahly5YFwGazMWnSJPLly8dDDz1E//796dSpU2ZQu966IiIikruSkpIYPnw4kyZNwuPxULJkSUaMGEGNGjX+8Np9+2x06+bHnj0ZX4urVDnMuHFLqVAh7g+u/AtME9vyaJwfbME4GQ9AWuNnSe4zDbNYqZyvJ3mWQtpN7n+fgv2e6OhoSpQokRnQICNMlChRgkOHDmWGtFKlSmUGMYDixYtz4cKFv91nmTJlWLp0aZbPfvtCbsWKFbP8uXjx4pw/fx7IWC5Zu3Ztli5dStOmTUlNTWXVqlWZG5JER0eTkpJCUFBQlnfl0tLSuOeee7LtKTo6mooVK2YGNICnn34am83GoUOHMkNaxYoVszylfOqpp3C73Rw9ehS3233ddUVERCT3fPfdd7Rq1YqYmBgMw6BNmzb07t37Dzc/S0yEYcN8mTLFhcdjULx4PB9/HEm9eocs2UTRiL6I472N2Lf8BIC3UkmSR40jvXLObQAntw6FtJvcfffdh2EYf7hLomma19zo438//9+jAH4d83q9f7tPl8uVGXquJbva/xtC33nnHV555RVOnTrFnj17SEtLy/wN2K89Lly4kFKlsv6myeHI/jb+vYD7ZzdF+St1RURExHqmaTJjxgw++ugj3G43FSpUYNKkSTz++ON/eO3GjQ7ee8+PEydsGIZJ+/Zb6ddvE/nzp+V8owluHMN3Yp+wGyPNi3mnL6l92pDarA/Y9V1Csqc74yZ355138tJLLzFjxgzatGlz1XtpcXFxFChQgPLly3Pq1Cl++umnzKdpx44d4/Tp05QvX/5GtH7dKleuTJkyZYiMjOSrr77ijTfeyPx5y5Urh4+PDydOnKBq1ap/6u8rX7488+fPJz4+PvNp2q5du/B6vZQrVy5z3sGDB0lMTMx88rd7925cLhdlypTB6/Ved10RERGxVmxsLB07dmTdunUAtGzZkiFDhuDn5/e71507Z9Crly+RkS4AHnvsNKGhC6hc+XzON2ma2KJ+Wdr48y9LG5tXyVjaWKhEzteTW4pCWh7w62GLL774Ir1796ZixYqYpsm2bdsYO3Ys+/fv54UXXuDhhx+mdevWfPzxx5imSY8ePXjssceoUqXKX669evVqBg4cyMqVKylZsuQ156Wnp3P27NmrPr/ed9vq1atHREQEx48fZ968eZmfBwYG0qlTJ/r06YNpmjz33HMkJCSwZ88ebDYbzZs3z/bvGjZsGG3btuXDDz8kLi6OkJAQ3nzzzSxP/TweDx07dqRHjx6cOXOGAQMG0KxZs8zQdr11RURExDo7d+4kODiYn3/+mfz58zNx4kRq1qz5u9d4vTBvnpM+ffy4fNnA3z+Njz5aQ6dOX+Fw/LlXS66HcegCjvc2Yf/sl6WN/yhJ8qjxpD/xco7XkluTQhrg9Zb4SwdM//m/Pw3TdP7Pn6/vtyelS5dm69atjB49mn79+nH69GkKFizIww8/zNixY4GM5Xvz58/ngw8+yFwiWLVqVUaMGHFd55391pUrV4iJiSEt7fcf/8fExGR5OvWrCxcuXNeywHfeeYfhw4dTpEgRXnzxxSxjvXv3pkiRIoSGhtKtWzcCAwN55JFH6NKlS7Z/l7+/P5GRkfTq1YuXXnoJHx8fqlevzvDhw7PMe+655yhfvjxvvvkmycnJvPnmmwwYMOAv1xUREZGc5/F4GDVqFB9//DFer5ennnqKGTNmZHkfPzvR0Ta6dvXjiy8yvo+8/PIhJkxYRunSCTnfZIIbx7BfljamezEL+pLatx2pTXpraaNcFyMuLi7nf31wk7p8+XKWTTNyS0pKCr6+vrleV/5Yu3btiI2NzRPnnv16/8bExPDAAw/c6HbkFqH7SXKS7ifJSf97P506dYrg4GB27NiBYRiEhITQq1evq953/1+pqTBmjA9jxviQlmZQpEgio0YttWZjENPEtuwQzp5bME4lYBqQ3rxqxtLGgsVzuJj8FXnt3ydFehERERG5aX366ae0b9+e2NhYihUrxrRp0zJ3rb6W7dvthIT4EROTcTZaixZfMHjwJxQs6M7x/oz//rK08T+/LG184m6SRo7H8/hLOV5Lbh8KaSIiIiJy03G73fTs2ZOpU6cC8NJLLzF16lSKFClyzWsuXTLo29eXuXMzNgZ58MELTJq0gH/961TON5jmwT7iCxzDv8hY2ljIj9R+7Ult/CHYrn1wtsifoZAmt7UpU6bc6BZERETkN3788UdatmxJdHQ0DoeDfv360aFDB2zX2ETANCEy0kmvXr6cP2/D5fLQo8d6unffjo/P3z9q6LeMmFicLddg23Ma04C0li+Q/NFULW2UHKOQJiIiIiI3jUWLFtGtWzcSExMpXbo0M2fO5Iknnrjm/LNnDTp39mP9+oz30/71ryOEhi6mXLnLOd+caWIP24uj52cYSWmYd+cnacpY0p+vm/O15LamkCYiIiIiN1x8fDzdu3fP3MzrlVdeYcaMGb+76dvq1Q66dvXj4kUbBQqkMGxYFE2bfo/NZsG+eGcScLb7BPunRwBIf+dpEj+eDwUK53wtue3ddiHNNM2/tSW9yI1gmrfNJqwiInIb2rlzJ+3bt+fYsWP4+fkxYsQInn766WsGtCtXoFcvP+bPz3j3rFq1H5g2bRF3351kSX+2VT/g7PApxoVkzDt9SRnzIe7anS2pJQK3WUgLCAggLi6OAgUKKKhJnmGaJnFxcQQGBt7oVkRERHJUcnIygwYNYsqUKZimycMPP8zMmTMpV64cMTEx2V6zc6edtm39OX7chq9vOkOGrKBt2z3WnHkbn4qj+2YcEd8D4HnxARInLcIseZ8FxUT+320V0hwOB4GBgVy5ciVX6165coX8+fPnak25tQQGBl7XoeAiIiI3uz179tCuXTtiYmKw2+2EhITQo0cPXC5XtvNTU2HoUF8mTHBhmgb/+MfPzJoVQfnyFrx7Bhg7T+JstQbbscuYvnZSBwSTGjxEOzdKrrjtvvU5HI5cP9D63LlzlCpVKldrioiIiNyMUlNTGT58OOPHj8fr9VKuXDmmTJnC448/fs1rDhyw0bq1PwcO2LHZvHzwwXp69foclyvnd27E7cExZAf2UV9ieE28j5UgcVoE3vJP5nwtkWu47UKaiIiIiNwYe/fupX379hw8eBDDMOjcuTMffvghvr6+2c73emHSJBeDBvnidhuULRvLzJlz+Oc/z1rSn3HoQsbW+t+exbQZuLvXJrnHFHBl35+IVRTSRERERMRSaWlpjBo1itGjR5Oenk7ZsmWZMmUKTz/99DWvOX3aRUhIANu3Z3xdbdVqJ8OHryNfvvScb9BrYp/yNY6PtmKkpOMtXYDkqRNI/+dbOV9L5E9QSBMRERERyxw4cIB27drx3XffAdCmTRv69euHv79/tvNNExYtctK9+0MkJjooUiSRqVPnU736EWsaPBWPs/U67JuPAZDW9F8kDZ4L+e+0pp7In6CQJiIiIiI5Lj09nQkTJjBs2DDS0tK45557mDRpEs8///w1r7l40SAkxI9VqzIOpn7zze+ZNGkZRYqkWtKjbeMRnK3WYpxPwizkR/L4/qTVaGNJLZHroZAmIiIiIjnqhx9+oF27dnz99dcAtGjRgoEDB/7ucTKbNjno0MGPs2dtBAa6GTgwnDZtjmDJqUnpXhyDtuMY8QXwy9b6U5dhFrvXgmIi108hTURERERyhMfjYcqUKQwePJiUlBTuuusuJk6cSLVq1a55TXIy9O3ry4wZPgA899xRwsLmkz//cQyjYM43+XM8rmarsO04mbE5yEcNSek6QVvry01FIU1ERERE/rbTp0/z7rvvsmPHDgAaNmzI0KFDKVCgwDWv2bcvY2v96Gg7TqeHvn3XEhKyE7sdYmNzvkfbhiM4W63BuJCMWTwfSTMnkP5cnZwvJPI3KaSJiIiIyN+ydetW3n33Xc6fP0/RokWZMGECr7322jXnezwQGupi8GBf0tIMypU7z+zZc/jHPy5Y02C6F8eAbThGfZlR/6UHSZwaiVlE59jKzUkhTURERET+Eq/Xy+jRoxk2bBher5cqVaoQFhZG0aJFr3nNiRMGbdv6s2NHxtfQtm0/Z8iQ9fj7e6xp8uQVXM1WY9up5Y2SdyikiYiIiMh1u3jxIm3atGHTpk0AvP/++/Ts2RO7/drhZ9kyJ++958eVKwZFiyYyffpcXn31mGU92tYfzti98WIyZol8JM0MJf3ZWpbVE8kpCmkiIiIicl12795NixYtOHnyJAULFmT69On8+9//vub8uDjo0cOPJUtcANSosZ/Jk5datrU+aZ6M5Y2jdwHg+Xc5EqdGYRa+y5p6IjlMIU1ERERE/hTTNJk6dSp9+vQhPT2dJ598ktmzZ3P33Xdf85rt2+20bevPyZM2/P3TGDlyGS1a7LNma32AE1dwNV2F7cufM5Y39mlMSpdxWt4oeYpCmoiIiIj8ocuXL9OpUydWrVoFQLt27RgwYAAulyvb+W43DBvmw7hxPpimwRNPnCQ8PIL7779iWY+2Tw7jfHcNRmwKZsl8JM2cRPozNS2rJ2IVhTQRERER+V3ff/89zZo148iRIwQGBhIaGkrNmtcOPz/8YCM42J99++zYbCY9e35Kr15bcTpNaxpM8+Dovw3HmF+WN75cnsQpkVreKHmWQpqIiIiIXNPcuXN5//33SUlJoWLFikRERHDfffdlO9c0YeZMF336+JKcbFC69CVmzZrDM8+csa7BU/G4Gq/E9sXPmHYDd58mpHQeq+WNkqcppImIiIjIVZKSkujevTsLFiwAoEmTJowYMQI/P79s51+8aNC+vR/r1zt/mb+LUaPWkD9/mmU92rb+hLPpKoxzSRm7N86aTPozb1lWTyS3KKSJiIiISBYxMTE0a9aMgwcP4ufnx6hRo2jUqNE15+/caefdd/05dcrGnXemEBq6gDp1frCuQdPEPnoXjn6fY3hNPFXvJzFsuQ6nlluGQpqIiIiIZFq+fDmdOnUiISGB+++/nzlz5lCxYsVs53q9MGaMD0OH+uD1GjzzzDHmzImgVKkk6xqMS8EZvA77mhgA3N1rk9xrBtj1tVZuHbqbRURERIS0tDT69u3LlClTAKhduzbjx48nf/782c4/d86gTRs/PvssY3nj++9vpE+fLdZtDgIY+87ibLgC25E4zDt8SJ42lLTXWllWT+RGUUgTERERuc2dPn2aFi1a8OWXX+JwOBgyZAitW7fGuMZhZlu32gkO9ufcORuFCycxa9YcXn75J0t7tM/9HkfnDRgp6XgfK0HCnKWYpR+2tKbIjaKQJiIiInIb2759Oy1btuTcuXOUKFGCOXPm8NRTT2U71+OBjz/2YeTIjLPPqlQ5zOzZ8yhZMtm6BlPScXTbhGPWPgDSmj1P0vCF4JfPupoiN5hCmoiIiMhtyDRNQkND6d+/Px6Ph3/961/MmjWLokWLZjv/1CmD4GB/duxwYBgmvXt/Qq9eW7FbuNO9cSwuY3njt2cxfeykjg4htfFH1hUUuUkopImIiIjcZuLj4+nYsSMrV64EoEuXLvTp0weHI/uvhps2OWjTxo+LF20UK5ZAeHg4L7xw0tIefTYdx9V1K8alFLxlCpA0Zw6eR6taWlPkZqGQJiIiInIbOXToEE2aNCEmJobAwEAmT57Mm2++me3ctDQYMsSHceN8AXjppR+YOXMBxYqlWNegx4tj8HYKDf8CgPTqD5M4OQoKZP+ET+RWpJAmIiIicpuIioqiU6dOJCYmUqFCBebOncv999+f7dwTJwxatfLnq68c2Gxe+vVbS/fuO7DZLGzwfBLO5quwb/kJ02bg7tOYlC7jwGbhmkqRm5BCmoiIiMgt7rfb69erV49x48YREBCQ7fx16xy0b+9HXJyNkiWvMGfObP71r9OW9mh8dQpXwxUYP8djFvHjyJAPKfx2J0tritysFNJEREREbmG/3V5/6NChBAcHZ7u9floa9Ovny+TJPgC8/vpBpk9fROHCbkt7tC3Yj7PdpxhuD56n7yFx9nIuJXopbGlVkZuXQpqIiIjILep6tte/cMGgWbOM3RsdDi+DBq2kc+dd1i5v9Hhx9Pscx+hdAKS9W42koQvA5QsxMRYWFrm5KaSJiIiI3GKud3v9vXttNG4cwMmTGbs3Llgwk2eftXZ5I/GpOFuswb72R0y7QeqIDqS2GmxtTZE8QiFNRERE5BaSlJRE+/btWbFiBfDH2+svXuykSxc/UlIMnnzyOIsWzbb2cGrA+OkyzqBIbPvPY97pQ9KciaRXedvSmiJ5iUKaiIiIyC3iwoUL1K9fnz179vzh9vrp6dC37/+/f9a8+ReMG7caHx+vpT0aO07iarAc43wS3gcLkbhwGd77/mFpTZG8RiFNRERE5BZw9OhR6taty5EjR7j77rtZtmwZ5cuXz3buxYsGLVr48/nnGe+fjR69jODgb8hmL5EcZZ/7PY4On2KkefG8VI6EmWugQBFri4rkQQppIiIiInncN998w9tvv82FCxd45JFHWLp0KcWLF8927nff2WjUKIATJ2wUKZLIggVhlm+vj8eLo/d/cIzfDUBa+1dJGjgPHE5r64rkUVbu1yMiIiIiFlu/fj01atTgwoULVKtWjXXr1l0zoEVGOnn11XycOGHjiSdOsHPnKOsD2pVUnEGROMbvxnTYSJkQQtLQxQpoIr9DIU1EREQkj5ozZw4NGjQgKSmJBg0asHjxYgIDA6+a5/FkvH/WqpU/yckGTZrsYtOmqdx9t8UbhByNw/XCXOyfHsEs5EvSyjBSm/aztKbIrUDLHUVERETyGNM0GTp0KCNHjgSge/fu9O7dO9sDqi9dMmjZ0o/PPnNit3sZOTKStm2/tvz9M2PbcVwNVmBcTMZboQgJC6MwSz9ibVGRW4RCmoiIiEgekpaWRufOnVm4cCE2m40xY8bQvHnzbOceOGCjUSN/jh2zU7hwEgsWzOT553+2vEf7rL04umzESPfiebUCCTPWQv6CltcVuVUopImIiIjkEfHx8TRr1owtW7bg7+/PrFmzeO2117Kdu2KFg/bt/UlKMnj88Z9ZuHAm99yTZG2D6V4cPbfgmPQ1AGmd3yCp3xyw6yunyPW4Ie+khYWF8eijj1KsWDGqVq3Kzp07f3f+5s2befnll7n77rspW7YsDRo04Mcff8ylbkVERERuvDNnzvDGG2+wZcsWChcuzOrVq7MNaF4vDBzoQ/PmASQlGTRsuJtNmyZZH9Aup+KsuwzHpK8xnTaSJ79P0sD5Cmgif0Guh7SoqCh69uxJt27d+Pzzz3nqqaeoV68eJ06cyHb+sWPHaNiwIc888wyff/45K1asICUlhXr16uVy5yIiIiI3RnR0NC+//DLfffcdZcuWZePGjTzxxBNXzUtMhCZN/Bkzxjfz/bOwsEj8/Cw+oPrIpYwNQjYcxSzsR9LqcNwNe1taU+RWlushbdKkSTRs2JBmzZpRrlw5Ro4cSbFixZg1a1a28/ft20daWhr9+vWjbNmyPProo4SEhHD06FEuXryYy92LiIiI5K4vvviCV199lRMnTlC5cmU2bNhAmTJlrpp36pRB9er5WLvWSYECKaxePYWOHXdbvkGI7fPjuJ6PwHboIt6KRYnfvJn0f75lbVGRW1yuPn92u93s3buXTp06Zfm8WrVq7Nq1K9trKlWqhNPpJCIigqZNm5KUlMTChQt5/PHHKVSo0DVrxcTE5Gjvf9fN1o/kbbqfJCfpfpKcpPspZ23ZsoU+ffrgdrupUqUKQ4YM4dKlS1y6dCnLvOhoP9577wHOnbNz773niYgYw/33XyQ21tr+/Ocf4o4Pt2OkmyRVu5/oflPxuJ2QQ/eB7ifJSTfT/fTAAw/87niuhrSLFy/i8XgoUqRIls+LFCnCuXPnsr3m3nvvZfny5TRv3pzu3bvj9Xp59NFHWbZs2e/W+qMfPDfFxMTcVP1I3qb7SXKS7ifJSbqfctaUKVP48MMPMU2TVq1a8fHHH+NwXP3Vbd06B61bZ2wQ8uyzR1m8eDaFC5uAhbsppntx9PoMR+geANxdapDWN5yyOfj+me4nyUl57X66IRuH/PYMD9M0sz3XA+Ds2bN06tSJ+vXrs2XLFtasWUO+fPlo3rw5Xq+166tFREREcptpmgwcOJBevXphmib9+vVj1KhRVwU004SJE100auSfuUHIunUzKFzYbW2Dl1NxBkXiCN2TuUFI8oB52iBEJAfl6v9NhQoVwm63X/XU7MKFC1c9XfvVjBkz8Pf3Z+DAgZmfTZ8+nYoVK7Jr1y6eeeYZS3sWERERyS0ej4du3boRHh6O3W4nNDSUBg0aXDUvLQ3ef9+X8HAfAPr3X0OPHtutP6D6yCWcdSOxHbqIWciPpHlTSH+mlrVFRW5DufokzeVyUalSJT777LMsn3/22Wc8/fTT2V6TnJyM3W7P8tmvf9aTNBEREblVpKam0qpVK8LDw/H19WX+/PnZBrS4OAgKCiA83Adf33Tmzp3NBx/kQkDbdhxXlbkZG4RUKEL85o0KaCIWyfXljh06dGDBggVEREQQHR3NBx98wJkzZ2jRogUAAwYM4K23/n9HoFdeeYV9+/YxfPhwDh8+zN69e+nQoQN33303lSpVyu32RURERHJcQkIC9evXZ8WKFeTPn5/IyMhsz0A7etTGK6/kY+tWB0WKJLJ+/QSCgqIt788evg9X9cUYF5PxvFqB+PW7MEs/bHldkdtVri8erlOnDrGxsYwcOZKzZ89SoUIFlixZwj333ANkHNR49OjRzPlVq1YlLCyM8ePHM3HiRHx9falcuTLLli0jICAgt9sXERERyVGxsbG8/fbb7NmzhyJFihAZGcmjjz561bwvvrDTqJE/sbE2KlY8S2TkdO69N9Ha5jy/bBAyMWODkLRO1UnqH6H3z0QsZsTFxZk3uolbXV7bTUZubrqfJCfpfpKcpPvp+p06dYo6depw6NAhSpUqxYoVK7jvvvuumrd4sZNOnfxwuw1effW/RETMJ3/+dGubu5KKs9kq7J8ewXTYSB0XQmrjPtbW/B+6nyQn5bX7Sb8GEREREbkBDh8+TK1atThx4gQVKlQgMjKSkiVLZpnj9cLQoT6MGuULQNu2nzNy5Cc4HNb+jt04GoczKBLbwQuYhXxJiphM+nN1LK0pIv9PIU1EREQkl+3bt4+goCDOnz9P5cqVWbp0KXfeeWeWOcnJ0KGDH1FRLmw2k1GjltGu3deW92ZsP4GrwXKMC8l4yxcmcWEU3jJXL78UEesopImIiIjkoh07dtCgQQOuXLnCiy++yNy5c8mXL1+WORcuGDRo4M/u3Q4CA93MnTuLV189ZnlvtiUHcQavw3B78LxcnoSwtXBHIcvrikhWN+QwaxEREZHb0SeffELdunW5cuUKtWrVYtGiRVcFtJ+xg2EaAAAgAElEQVR+MnjttQB273ZQqtRltmwZZ31AM03sY3fharYaw+0hrc3LJCzcpoAmcoMopImIiIjkgsWLF9O4cWNSUlJo0aIFM2fOxMfHJ8uc/fttvPpqPn780c4jj5xm69axPPxwrLWNebw4um/G+eF/AEgd3JKk4UvA4bS2rohck0KaiIiIiMWmTp1KmzZt8Hg8dOvWjTFjxmC327PM2bnTTvXq+Thzxsbzzx9m48bJlCiRYm1jyWk4G6/EMflrTKeN5Jl9Sek4BstPxhaR36V30kREREQsYpomw4YNY8SIEQAMHjyYjh07XjVv7VoHrVr5k5JiULPmd4SHL8LX12ttc7HJuIIisX3xM+YdPiTNm0T680HW1hSRP0UhTURERMQCXq+XDz74gBkzZmCz2ZgwYQKNGze+al5EhJOuXf3weg3efXcH48at5jcP2XKc8dNlnDWXYIuOxSyZj8RlS/A89Ky1RUXkT1NIExEREclhqamptG3bluXLl+Pj48PMmTOpUaNGljmmCWPG+DBoUMYZaB9++CkfffQfy1caGnvP4qq9FONMIt6KRUlYshbzrrxzyK/I7UAhTURERCQHxcfH07hxY7Zu3UpgYCDz58+nSpUqWeZ4vdCzpy/Tp/tgGCZjxy6lTZtvLO/NtvEIzoYrMRLceKrcR0LEeihQ2PK6InJ9FNJEREREcsi5c+eoV68e+/bto2jRoixdupTHHnssyxy3G9q18yMy0oXL5WH27DnUqfOD5b3Z536Po/2nGOle0us9SWLoKvDxs7yuiFw/hTQRERGRHHDs2DFq167N0aNHKVOmDMuXL6d06dJZ5sTHQ5Mm/vznP04CA90sWTKDF144YW1jpon94y9wDtgGgDvkTZL7hIPN4hffROQvU0gTERER+Zv27dtHvXr1OHfuHI899hhLly6laNGiWeacP2/w9tv+fPutg6JFE1m5cgqVKl2wtrF0L46uG3DM3IdpQOqIdqQGD7O2poj8bQppIiIiIn/D559/TqNGjYiPj6dq1arMmzePwMDALHOOHTOoWzeAw4ftlClziTVrJlO2bLy1jSW6cTZdhX3dYUxfOylhg3HXaGdtTRHJETrMWkREROQvWrFiBUFBQcTHx1OnTh2WLFlyVUDbv9/Gq6/m4/BhO489dootW8ZbH9DOJeJ6bVFGQCvoS9LKcAU0kTxEIU1ERETkLwgLC6NFixa43W5at25NWFgYPj4+Webs2GGnevV8nD1ro2rVH9mwYTLFi6dY2pdxNA5XtfnY9pzGe+8dJHy6hvSn37S0pojkLC13FBEREbkOpmkydOhQRo4cCUDfvn0JCQnB+M0BZ2vWOGjVyp/UVIPatfcya9ZSfH09lvZmfH8O11tLMs5Ae6wECUs+xSx2r6U1RSTnKaSJiIiI/Enp6el0796d8PBwbDYb48aNo2nTplfNi4hw0rWrH16vQevW2xkzZg12izdTNHaexFV3GUZcKp4qZUmYtwnyF7S2qIhYQiFNRERE5E9ISUmhVatWrF27Fl9fX2bNmkX16tWzzDFNGDvWh4EDfQH46KNP+PDDrfzmIVuOs316GGfDFRjJ6aS/9RiJ0z8BX39ri4qIZRTSRERERP5AXFwcDRo04IsvvuCOO+5g0aJFPPPMM1nmeL3w4Ye+TJ3qg2GYjB27lDZtvrG8N9vCAzhbr8NI95LW7HmSRkeBw2l5XRGxjkKaiIiIyO84ffo0devW5eDBg5QoUYLIyEgeeuihLHPcbujQwY+lS104nR5mzYogKCja8t7sk/bg7L45o4f3apLcZzYY2hdOJK9TSBMRERG5hh9//JHatWtz4sQJHnjgASIjI7nnnnuyzElMhKZN/dm82Um+fG4WL55BtWonrG3MNHEM2o5j2E4AUge3JKXjGGtrikiuUUgTERERycbevXsJCgriwoULVK5cmcWLF1OoUKEsc2JjDd5+2589exwULpzEihVTeOKJ89Y25vHieG8TjunfYtoMUkK7427Y29qaIpKrFNJEREREfmP79u00aNCA+Ph4qlWrxty5cwkICMgy5+RJg7p1A4iOtnPPPXGsWTOZBx64Ym1jbg/OVmuwLzuE6WMnedZQ0t5oY21NEcl1CmkiIiIi/2PdunW0aNGC1NRUateuzbRp03C5XFnmREfbqFMngJ9/tlGx4llWrZpKyZLJ1jaW4MbZYDn2TccwA10kLZxC+r/qWltTRG4IvVkqIiIi8ouFCxfSpEkTUlNTadGiBWFhYVcFtN277bz2WkZAe/bZo2zcOMn6gHYxGVf1RRkBrYgfiWsWK6CJ3MIU0kRERESAKVOm0K5dOzweD926dWPMmDHYf3MC9aZNDmrWDODSJRtvvHGANWtmcOedbmsbO3kF17/nY9t9GvOeO0j4ZC2ex160tqaI3FBa7igiIiK3NdM0GTp0KCNHjgRg8ODBdOzY8ap5S5Y4ad/ej/R0gyZNdjF58gocDtPS3oyYWFxvLMY4cQXvQ0VIWPYpZsn7LK0pIjeeQpqIiIjctrxeLz169CAsLAybzcbEiRNp1KjRVfOmTHHRq5cfAN26bWbQoA0YhmFpb8Y3Z3DVWopxPgnvU6VIWLwR887iltYUkZuDQpqIiIjcltxuN+3bt2fZsmX4+Pgwc+ZMatSokWWOacKgQT6MGeMLwLBhy+nadRdgbUCzbTqKs+EKjHg3npfLkxC+HgLusLSmiNw8FNJERETktpOUlESzZs3YuHEjgYGBzJ8/nypVqmSZ4/FAt26+hIf7YLd7mTZtPo0aHbC8N/usvTg6b8DwmKTXe5LESavB5Wt5XRG5eSikiYiIyG0lLi6Od955h127dlGoUCEiIyOpVKlSljlpadC2rR+RkS58fdNZsGAWr79+xNrGvCaOPltxjNkFgLt7LZI/nAk2+x9cKCK3GoU0ERERuW2cOXOGunXrcuDAAe6++26ioqJ48MEHs8xJTobmzf1Zv95JYKCbyMipPP/8KWsbS07D2Wot9uXRmHaD1HEhpDbpa21NEblpKaSJiIjIbeHYsWPUqlWLY8eO8cADDxAVFUWpUqWyzLlyBRo0CGDHDgeFCiWzcuVknnjivLWNnUvEVS8K21enMPO7SJoznvQXG1hbU0RuagppIiIicss7cOAAdevW5cyZM1SqVIlly5ZRuHDhLHNiYw2Cgvz55hsHxYsnsG5dKBUqxFnalxF9EWetpdiOXcYslZ/EpYvxlH/G0poicvNTSBMREZFb2u7duwkKCuLy5cs8//zzzJ8/n/z582eZc/q0Qe3aARw6ZKdMmUusXTuJMmUSLO3L9vlxnO9EYcSl4n38LhIWrsMsdq+lNUUkb7Dd6AZERERErLJz505q167N5cuXqV69OkuXLr0qoB07ZvD66xkBrUKFc2zaNMH6gDZ/P84aizHiUkmv8Qjxq79QQBORTAppIiIickvaunUrQUFBJCQkUK9ePSIiIvD1zbqV/aFDNl5/PR/Hjtl5/PGTbNwYSsmSydY1ZZo4Bm3D9e5ajDQvaR1fJ3HOZxCQ/4+vFZHbhpY7ioiIyC1n8+bNNGrUiJSUFBo2bMjEiROx27NuZb93r406dQKIjbXx/POHWbZsNvnzp1vXVGo6zrafYF90ENNmkDqiHanvDrWunojkWQppIiIickv59NNPadq0KW63m+bNmzNmzBhstqyLh3bssFO/fgDx8Qavv36Q+fPn4efnta6p2GRc7yzHtv0EZoCT5Nkfk/ZKS+vqiUieppAmIiIit4zVq1fTsmVL0tLSCA4OZsSIERiGkWXOhg0Omjb1JyXFICjoG2bOXIbLZV1AMw5fwll7GbaYWMwS+UhcPA/Poy9YVk9E8j69kyYiIiK3hKioKJo3b05aWhodO3bMNqAtX+6kYcOMgNay5U7Cw5dYG9C+OInrhbnYYmLxPlKM+E2fKaCJyB9SSBMREZE8b9GiRbz77rt4PB66devGoEGDrgpoERFOWrb0Iz3dICRkC6GhK/nNa2o5yrbuR1yvL8K4kIznlfLEr/sS864HrCsoIrcMhTQRERHJ0+bOnUu7du3wer306tWLjz766KqAFhrqonNnf0zToH//NQwZsuGqOTnJtu5HnPWXY6R6SGv5AgkLtkHgnZbVE5Fbi95JExERkTxr5syZdOvWDYB+/foREhKSZdw0YfhwHz7+OGPr/TFjltKu3deW9mRb+yPOBsszttjv8BpJgxeChYFQRG49CmkiIiKSJ02ZMoVevXoBMGTIEDp06JBl3DShf39fxo/3wWYzmTZtPo0b77e0JwU0EckJCmkiIiKS54wfP55+/foBMHLkSIKDg7OMmyb07OnLtGk+OBxewsPnULdutKU9ZQloHV8nadACBTQR+UsU0kRERCRPGTFiBEOHDsUwDMaNG0ezZs2yjHu9EBLix5w5LlwuDwsWzOKNNw5b2pNtTQzOhisU0EQkRyikiYiISJ5gmiZDhgxh1KhR2Gw2QkNDadiwYZY56enQoYMfixe78PVNZ8mSMF5++ZilfWUJaJ2qkzRwvgKaiPwtCmkiIiJy0zNNk379+jFhwgTsdjvTpk0jKCgoy5y0NAgO9mPFChcBAWlERU2lSpWfLe3LtjoGZyMFNBHJWQppIiIiclMzTZM+ffoQGhqKw+Fg5syZ1KxZM8uc1FRo0cKfdeuc5M+fyooVk3nmmbOW9qWAJiJWUUgTERGRm9qIESMIDQ3F6XQyZ84cqlevnmU8ORmaNPFn0yYnd96ZwurVk3jiifOW9pQloHV+g6QB8xTQRCTHKKSJiIjITWvKlCkMGzYMm81GWFjYVQEtIQEaNAhg2zYHhQsnsXZtKI8+GmtpTwpoImI1hTQRERG5Kc2dOzfzHLQJEyZctcTx8mV4550AvvzSQfHiCaxbF0qFCnGW9mRb/csmIele3F1qkNx/rgKaiOQ4hTQRERG56axYsYIuXboAMGzYMBo3bpxl/NIlgzp1/Pn2Wwd3332ZTz8N5b774i3tybbqB5yNViqgiYjlFNJERETkprJp0yaCg4Pxer306tWLdu3aZRm/cMGgVq0A9u+3U6bMJT75ZCL33ptkaU8KaCKSmxTSRERE5Kaxc+dOmjRpQlpaGh06dKBHjx5Zxs+cMahZM4DoaDsPPHCBTz6ZxF13JVvaU5aA1rUGyf0U0ETEWgppIiIiclPYu3cv77zzDsnJyTRt2pTBgwdj/E8YOnnS4K23AjhyxM5DD51l7dopFC+eYmlPtpU/4GysgCYiuUshTURERG64Q4cOUadOHeLj46lTpw5jx47NEtCOHTN46618HD9uo1KlU6xePZXChd2W9mSLPISz2SoMj6mAJiK5SiFNREREbqhjx45Ru3ZtYmNjeeWVV5g6dSp2uz1z/MQJgzffzMeJEzaefPI4q1bNoECBNEt7si0+iLPVmoyA1r0Wyb1nK6CJSK5RSBMREZEb5vTp09SqVYvTp0/z3HPPMWfOHFwuV+b4r++gnThh46mnjrN69XTy50+3tCfbgv04g9dheE3cPeuR/MF0BTQRyVUKaSIiInJDxMbGUqdOHY4dO8bjjz/OwoUL8fPzyxz/dRfHI0fsVKp0ipUrZ1ge0OxzvsPR7hMME1I/akBK9ymW1hMRyY7tRjcgIiIit58rV65Qt25d/vvf/1KhQgWWLVtG/vz5M8fj4qBOnQAOHcrYJGT16qmWL3G0z9yLs+0vAa1/EwU0EblhFNJEREQkVyUnJ1O/fn2+/fZbSpcuzfLlyylYsGDmeHw81KsXwHff2bn//ousWTPF8k1C7NO+wdlxPQCpQ1qR0nWipfVERH6PQpqIiIjkGrfbTbNmzdi5cyclSpRgxYoVFC9ePHM8KQnq1w9g924H99wTx7p1kyhRwtpt9u2T9uDsuhGAlOGtSekw2tJ6IiJ/RCFNREREcoXH46FNmzZs2LCBggULsnz5ckqXLp05npoKjRv7s2OHgxIl4vnkk0mUKpVkaU/2cV/h7L4ZgJRR7UltO8LSeiIif4ZCmoiIiFjONE3ee+89li9fTv78+YmKiqJ8+fKZ42lp0KKFP1u2OClcOIlPPgmlbNl4S3uyj/wSZ6/PAEgZ34XUd4daWk9E5M/S7o4iIiJiuUGDBjFnzhz8/PxYtGgRlSpVyhzzeKBNGz/WrXNy550prF0bSrlyly3txz58J84B2zANSAntjrvRR5bWExG5HgppIiIiYqlJkyYxZswY7HY74eHhPPvss5ljXi906uRHVJSLwEA3q1ZN4tFHY61rxjRxDNmBY8gOTJtByuSeuOt/YF09EZG/QCFNRERELLNo0SJ69+4NZIS1V199NXPMNKFHD18WLHDh75/G8uVTqFz5vHXNmCaO/ttwjPgiI6BN7407qLt19URE/iKFNBEREbHE+vXr6dChAwBDhgyhfv36mWOmCX37+hIW5oOPj4elS6fz3HOnrWvGNHH0/g+OsV9h2g1SZg3AXbOzdfVERP4GhTQRERHJcV9++SXNmzfH4/EQEhKSGdZ+NXy4DxMn+uBweFm4cCbVqp2wrhnTxPHBFhwT92A6bKSED8Fdo5119URE/iaFNBEREclRBw4c4J133iE5OZkmTZrQt2/fLOPjx7v4+GNfbDaT8PA5vP76EeuaMU0c72/GMelrTKeN5IiPSXs92Lp6IiI5QCFNREREcsxPP/1E3bp1uXz5Mm+88QZjx47FMIzM8enTXfTr54dhmMyYMY+6daOta8Y0cfT8LCOguewkzxtJ2istrasnIpJDdE6aiIiI5IjY2Fhq167NmTNneO6555g5cyYOx///PnjuXCc9evgBMGHCEho2PGBdM6aJo89WHBN2ZzxBmztCAU1E8gyFNBEREfnbrly5QpcuXThy5AiPPPIICxYswNfXN3M8KspJ584ZAW3EiCjeffdb65oxTRwDtuEYvQvTYSM5fBhpr7ayrp6ISA5TSBMREZG/JSUlhUaNGnHo0CHKli1LZGQkd9xxR+b4+vUOWrf2wzQN+vZdS6dOX1naj33oDhwff5Gxi+PsgaS90cbSeiIiOU0hTURERP4yj8dDcHAw27Zto1ChQkRFRVG0aNHM8c8/t9O0qT/p6QbvvbeZnj23WdqP/eOdOAf/clB1WF/cb3a0tJ6IiBUU0kREROQvMU2T9957j9WrV5M/f34mTpxI6dKlM8f37LHTsGEAqakGwcE7GDx4A/+zh0iOs4/6Emf/bZgGpEzrjbt2iHXFREQspN0dRURE5C8ZPHgwc+bMwdfXl8WLF1O4cOHMsf37bQQF+ZOQYFC//h7GjVudZZfHnGYf9xXOPlszAtrkD3DX625ZLRERq+lJmoiIiFy3yZMnM3r0aOx2O+Hh4TzzzDOZYz/+aKNOnQDi4mzUqLGf6dMjsVn4jcMeugdnr88ASAntjrtBL+uKiYjkAoU0ERERuS6LFy/mww8/BCA0NJTXXnstc+zECYNatQI4d85GtWo/MHfuQpxO07Je7FO/wfn+ZgBSxnfF3egjy2qJiOQWhTQRERH50zZs2ECHDh0AGDRoEA0aNMgcu3DBQc2aAZw8aeOf/zzGkiVz8PX1WNaLPWwvzpCNAKSMak9qs/6W1RIRyU0KaSIiIvKn7Nixg6ZNm5Kenk7Xrl3p1KlT5tilSwYdOz7IkSN2KlU6xfLlMwkIsDCghe/D2Wk9ACnDW5P67lDLaomI5DZtHCIiIiJ/6JtvvqF+/fqkpKTQtGlT+vXrlzkWHw916/pz+LCDcuXOs2rVNAoUSLOsF9u873G0/xSA1CEtSW07wrJaIiI3gp6kiYiIyO86ePAgdevWJT4+nrp16zJ27NjMnRqTk6F+/QC++cZBqVIXWbt2MkWKpFrWi23hAZyt12GYkDqgGSkdxlhWS0TkRtGTNBEREbmmw4cPU6tWLS5dusRrr73G1KlTsdvtALjd0KyZPzt2OChePIHFiz/mrrus+/2vbel/cb67NiOg9WlISpfxltUSEbmR9CRNREREsnXixAlq1qzJuXPnqFKlCuHh4TidTgA8Hmjd2o8NG5wUKpTMunWh3HtvnGW92KIO4WyxGsNr4u71NindJltWS0TkRlNIExERkaucPXuWWrVqcfLkSZ566ikWLFiAr68vAF4vdO7sx4oVLvLnT2XVqklUqGBhQFv1A85mqzE8Ju7utUnuMc2yWiIiNwOFNBEREcni0qVL1K5dm8OHD/PII4+wZMkS8uXLB4BpQq9evsyf78LPL52oqKk8/vgFy3qxrfsRZ+OVGOle3CFvktx7FvzyPpyIyK1KIU1EREQyxcfHExQUxMGDB3nwwQdZvnw5BQoUyBwfOtSHadN8cLk8LFkyg+eeO21ZL7YNR3A2WIGR5iWt4+sk941QQBOR24JCmoiIiACQnJxM/fr1+frrr7nnnntYvnw5hQsXzhyfPt3FyJG+2O1eIiLC+fe/f7KsF9vmozjfjsJwe0hr+zJJgxYooInIbUMhTURERHC73TRt2pQdO3ZQvHhxVq1axV133ZU5vnKlgw8+yHgnbfLkhdSsGWNZL7atP+EMisJI9ZDW6kWShi1WQBOR24pCmoiIyG0uPT2d4OBgNm7cSKFChVixYgWlS5fOHN+2zU5wsD+maTBgwBqaNv3esl6M7Sdw1onESEknrXkVkkYuA0NfV0Tk9qJ/9URERG5jXq+Xzp07s3LlSvLnz09kZCTly5fPHN+/30ajRgG43QZt2mzj/fe3W9aL8cVJXLWWYiSlkdb4WZLGLAeb3bJ6IiI3K4U0ERGR25RpmnzwwQcsWLAAf39/lixZQqVKlTLHjx83qFcvgCtXDGrX3svo0WstW3VofHUKV82lGIlppNd/mqTxqxTQROS2pZAmIiJymxo8eDAzZszA5XKxYMEC/vnPf2aOxcYa1K0bwOnTNp5//jCzZi3FblFmMr4+jeutJRjxbtKDKpMYugbsDmuKiYjkAQppIiIit6GxY8cyevRo7HY7s2fP5oUXXsgcS0qCd97xJybGzsMPn2HJknB8fT2W9GHsPYvrzSUYl1NJr1WJxKmfgMNpSS0RkbxCIU1EROQ2M2PGDAYMGIBhGEydOpU33ngjcyw9HVq08Gf3bgelSl1m5cppFCiQZkkfxv7zuGosxriUQnqNR0icsV4BTUQEhTQREZHbyuzZs3n//feBjKdp9erVyxwzTeja1Y/1650ULJjM6tWTKVky2ZI+jP9ewFV9EcbFZDyvVyRx1kZw+lhSS0Qkr1FIExERuU2Eh4cTEhICwNChQ2nevHmW8SFDfJg3z4WfXzpRUVMpV+6yJX0Y0Rdxvb4I43wSnpfLkxC+CVy+ltQSEcmLFNJERERuA+Hh4XTt2hXICGjt27fPMh4W5mLUKF/sdi/z58/i6afPWtKH8WMsrtcWYZxNxPPiAyREbAIfP0tqiYjkVQppIiIit7g5c+ZkBrQhQ4ZcFdBWrnTw/vsZT7ImT17I668fsaQP48glXK8uxDiTgKfKfSTM3wJ++SypJSKSlymkiYiI3MLmzJlDly5dgIyA1qFDhyzj27fbCQ72xzQNBgxYTdOm31vTyPErGUscTyXgea40CQu3gH+gNbVERPI4hTQREZFbVERERGZAGzx48FUB7cABGw0bBuB2G7Rps433399hTSNnEnC9sQjj+BW8T5UiYdFnEHCHNbVERG4BCmkiIiK3oIiICDp37gzAoEGD6NixY5bx48cNgoICuHLFoHbtvYwevRbDsKCRi8m4aizG9uMlvI8WJ37JFgi804JCIiK3jhsS0sLCwnj00UcpVqwYVatWZefOnb873zRNJk+ezJNPPknRokUpV64c/fv3z51mRURE8pjfBrROnTplGY+NzQhop0/beP75w8yatQS73YJGrqTiemsJtgMX8JYvTELUJihQxIJCIiK3FkduF4yKiqJnz56MHj2af/7zn4SFhVGvXj2+/PJLSpUqle01vXv3Zv369QwcOJCKFSty+fJlzp61ZtcpERGRvGzu3LmZSxyzC2hJSVC/vj8//GDn4YfPsGRJOL6+3pxvJNGNq/YybN+cwVumAAnLN2AWvjvn64iI3IJyPaRNmjSJhg0b0qxZMwBGjhzJ5s2bmTVrFv369btqfkxMDNOnT2fHjh2UK1cut9sVERHJM+bOnUvnzp0xTZOBAwdeFdDS06FlS3+++spBqVKXWbFiGgUKpOV8I6npON9Zjm3nScy7AklYsQ6zRNmcryMicovK1eWObrebvXv3Uq1atSyfV6tWjV27dmV7zbp16yhdujSbNm3iscce45FHHqFt27acP38+N1oWERHJE+bNm5cloP263PFXpgnvvefHp586KVgwmdWrJ3PXXck530iaB2fjVdg3H8Ms5k/CypWY9z6U83VERG5hufok7eLFi3g8HooUyboevUiRIpw7dy7ba44dO8aJEyeIiopi8uTJGIZBnz59qF+/Phs3bsRmyz5nxsTE5Hj/f8fN1o/kbbqfJCfpfsr7Vq9ezaBBgzBNk06dOvH6669f9d912rSSRETcga9vGuHhIylS5CSxsTnciMeLt+ly7GsO4y3gInrCWBLNQNA9Jn+R/n2SnHQz3U8PPPDA747n+nJHAOM320eZpnnVZ7/yer2kpqYybdo07r//fgCmTZtG5cqV+eabb6hcuXK21/3RD56bYmJibqp+JG/T/SQ5SfdT3jd//vzMgNa/f//MQ6v/16xZLsLC/LDZTObPn83LLycBBXO2Ea+J592V+K84jBnoIilqPiUffzlna8htRf8+SU7Ka/dTri53LFSoEHa7/aqnZhcuXLjq6dqvihUrhsPhyAxoAPfddx8Oh4P/Y+++o6Ms0/+Pv59nShodEZCODVFWXCyLYl1dRVEEQkIQkBoEFERBRUVAfyhVRHqHhJJCKgGkySoq4iKCqwiiEgSUICXApE55fn+wu2f3m0JIBgjk8/pv4/Xc13WfMwC9macAACAASURBVIc5n52Z+z506NAFnVdERKQ8W758Oc8//3yxAW3VKjvDhgUCMH16DI8//ov/B7Es7MM3EbJiL1aQnezYOXgV0ERESu2ihjSn00nLli3ZvHnz//x98+bN3HXXXYU+85e//AWPx8P+/fv/87f09HQ8Hk+Rp0GKiIhc6ZYvX86gQYOwLItRo0YVGtC2brXRt28wPp/BW2+tplevXRdkFvuYLdhnfo3lNMleOgXP3R0uSB8RkYriot+TNmjQIJYvX05UVBR79+7l1Vdf5ciRI/Tq1QuAMWPG8NRTT/2n/oEHHuDWW29l0KBB7Nq1i127djFo0CBuv/12brvttos9voiIyCWXkpLyn4D21ltvMXTo0AI1P/xg0qVLCHl5Bv36fcZrr225ILPYJm7FPn4rls3g1wkv4flr9wvSR0SkIrnov0nr2LEjJ06cYOLEiWRkZHDTTTcRFxdHw4YNAThy5Mj/fGpmmiaxsbG8+uqrPPHEEwQGBvLggw8yduzYIg8NERERuVJt3ryZvn37YlkWr7/+Oi+99FKBmkOHzl5WfeqUwZNP/pMpU9Io4qffZWKb+TWOtz7FMiB3zhv8cWt7qvm/jYhIhXNJDg7p27cvffv2LfS/zZo1q8Df6tSpw5IlSy70WCIiIuXa119/Tbdu3XC73QwYMIDhw4cXqMnMhNDQEA4fNrn77v0sWbICm83/s9iWfIvj5Y0A5H04lPzQYTrFUUTET/RRlIiIyGVg7969hIaGkpWVRVhYGGPHji1wMnJODkREhLBnj43mzTNYuXIRQUE+v89ixu3GPmAtALnvRZLXfZTfe4iIVGQKaSIiIuXcwYMH6dixIydPnuTRRx9lxowZBb7y7/VC377BbN1qp1690yQnz6F69Xy/z2Ku/glHn9UYFuS91ZW8ARP83kNEpKJTSBMRESnHjh07RseOHTl8+DCtW7dm0aJFOByO/6mxLBg+PJDVqx1Uq5ZLauosGjTI9vss5icHcDyTjOHxkf/SU+QOneH3HiIiopAmIiJSbp05c4bQ0FD27dvHzTffzIoVKwgODi5QN2lSAAsXBhAY6GHlyjk0b37S77MYX/+OIzQRI8+Lu+9D5IxcwgU5jURERBTSREREyqPc3FyeeeYZdu7cSZMmTUhMTKRatYJnJ0ZFORg7NhDTtFi8eAn33PO732cx9hzD2T4ew5WPp/MdZE+IV0ATEbmAFNJERETKGY/HQ9++ffn000+pXbs2SUlJ1K5du0Dd2rV2XnwxCIAPPoijffsLcLrir6dxtovDOJ6D99GbyJqZBuYFOC5SRET+QyFNRESkHLEsi6FDh5KWlkaVKlVISEigcePGBeq++spG797B+HwGI0Z8RL9+3/h/mKNZONvFYhw+g/fuxrgWrQdHgP/7iIjI/1BIExERKUfGjBlDdHQ0QUFBxMbGcssttxSo2bvXJDw8mJwcg549tzJy5Gb/D3IqD2f7eMx9J/C1qI1r+QYIruz/PiIiUoBCmoiISDkxbdo0PvjgA+x2O0uWLKF169YFag4fNujUKYSTJ00ef3w306alFrgvrcxy3Dg7rcTcmYHv2uq4EjZAtVr+7SEiIkVSSBMRESkHli5dysiRIwGYOXMmf/vb3wrUZGZCaGgIhw6Z3HXXAaKjl2G3W/4dxO3F0S0F8/NDWHUr4UpcjXV1Q//2EBGRYimkiYiIXGJpaWkMHjwYgHHjxhEWFlagJicHIiJC+OEHG82a/UFi4nyCg73+HcRn4Yhcg23Nz1g1AnElJWA1au7fHiIick4KaSIiIpfQli1b6NOnDz6fj+HDh/Pcc88VqPF4oG/fYLZutVOv3mlSU2dRo4bbv4NYFvZhm7DF7MYKcZC1Mgpfs7v820NEREpEIU1EROQS2blzJ127diUvL48+ffrw+uuvF6ixLHj55SBWr3ZQrVouqamzaNAg2++z2Md+jn3W11hOG9nLp+P9c8GvW4qIyMWhkCYiInIJ7Nu3j9DQUM6cOUPHjh2ZMGFCoQeAvPdeAEuWOAkM9JCQMJvmzU/6fRbbjO3Yx36OZRrkLvp/eO4P93sPEREpOYU0ERGRi+zAgQM8/fTTHDt2jIceeojZs2djsxW8IHrBAicTJgRimhbR0Yu4++4jfp/FXP4djmGbAMidNoz8Jwb4vYeIiJwfhTQREZGL6Pfff6d9+/YcPnyY1q1bEx0djdPpLFCXkmJn2LBAAKZPj6Fdu5/9PouZtg9H5BoA8sb2If+ZN/zeQ0REzp9CmoiIyEVy/PhxOnToQHp6Oi1btiQmJoaQkJACdZ99ZqNfv2Asy2D06DR69drl91nMT3/F0S0Fw2uRP6wDuYMm+72HiIiUjkKaiIjIRXDq1Ck6duzInj17aNasGQkJCVStWrVA3T//adK1awj5+Qb9+2/hlVc+8/ssxo4jOEITMPK8uPs8SM4bC/3eQ0RESk8hTURE5ALLysoiPDycXbt20aRJE5KTk6lZs2aBugMHDEJDQzh92qBDh51MnryaQs4SKRNj9x8428dhnMnHE9qK7Anx+L2JiIiUiUKaiIjIBZSbm8szzzzDl19+Sb169UhJSaFOnToF6o4dM+jUKYSMDJP77/+JRYviKOQskTIx9p3A+XgsxrEcvH+7iayZq8Fm928TEREpM4U0ERGRC8TtdtOrVy/+/ve/U6tWLVJSUmjYsGGBOpcLwsKC+eknGy1a/E5s7BICAnx+ncXYn4nzsRUYGVl4H7ge15IN4Az0aw8REfEPhTQREZELwOv1MmDAANauXUu1atVISkriuuuuK1DndsOzzwazY4edRo0ySUmZQ9Wqbv8O8+vpswHtNxfee5rgWrYRgir5t4eIiPiNQpqIiIifWZbF0KFDWblyJZUqVSIhIYFbbrmlQJ3PB4MGBbFpk4OrrsomLW0Gdevm+neYw2dwtl2B8etpfHc2wBXzMYQUPLBERETKD4U0ERERP7IsizfeeIOoqCgCAwOJiYmhVatWhdaOGhVIXJyTkBA3ycmzuO66M/4dJiML5+MxmL9k4mt5DWfiPobK1f3bQ0RE/E4hTURExI/ee+89Zs6cicPhIDo6mjZt2hRaN22ak2nTArDbfcTEzKdVqz/8O8ixbJxPxGD+eAJfi9q4EjdBtVr+7SEiIheEQpqIiIifTJs2jQkTJmCaJvPnz+eRRx4ptG7FCgcjRwYBMHfuUh5++IB/BzmZi/PJOMzvj+FrdhWuxI1YNer6t4eIiFwwCmkiIiJ+sGDBAkaOHAnA9OnTad++faF169fbef75swFtwoREIiJ2+3eQ03k4n4rD3JmB79rquJI3YNVq4N8eIiJyQSmkiYiIlFFMTAwvv/wyAJMmTaJr166F1v3jHzZ69gzG6zUYNmwDL7zwlX8HceXjfDoec/vv+BpVxZWyDqtOE//2EBGRC04hTUREpAxSU1MZOHAgAKNHj6Zv376F1u3daxIWFkx2tkGPHtt4++2N/h0k240jNAFz62GsepVxpazBqn+Df3uIiMhFoZAmIiJSSp988gl9+vTB5/MxbNgwXnzxxULrDh0y6NgxhJMnTZ544ntmzEjGMAz/DZLrwRGeiO2TX7HqhOBKTcVqfLP/1hcRkYtKIU1ERKQUdu/eTffu3XG73URGRvLGG28UWnfihEGnTiEcPmzSunU6UVHLsdst/w2S78XRLQXbxnSsWkG4UpLxXXub/9YXEZGLTiFNRETkPB05coSwsDBOnz7Nk08+ybhx4wr9ZCwrC8LDg9m718bNN2eQkLCQ4GCv/wbx+HA8m4pt9U9YNQLJSo7Hd+Md/ltfREQuCYU0ERGR8+ByuQgPD+fQoUPccccdzJ07F9Ms+HbqdkOvXsH84x92GjQ4RUrKbKpXz/ffIF4fjr6rsSX/iFU1gKzEZXhvLvxONhERubwopImIiJSQx+OhT58+7Nq1i8aNG7N8+XKCgoIK1Pl88MILQaxf76BmzRxWrZpJvXo5/hvEZ2Ef+BG22N1YlRxkJyzG2/Kv/ltfREQuKYU0ERGRErAsi1dffZV169ZRvXp1Vq5cSa1atQqtHTUqkJgYJyEhbpKSZnHjjaf8OQj2lzZij/onVrCd7Ph5eG5v67/1RUTkklNIExERKYHp06ezYMECnE4ny5cv57rrriu0bto0J9OmBWC3+4iJmc8ddxz13xCWhf3NT7DP2YEVYCN7+TQ8rZ/23/oiIlIuKKSJiIicQ3JyMiNHjgRg9uzZtG7dutC6FSscjBx59uuP8+Yt5eGHD/h1Dtu4L7C/vw3LbpKzZAKeByL8ur6IiJQPCmkiIiLF2LZtG/379wfOXlbdsWPHQuvWrbPz/PNnA9rEiYl06bLbr3PYpn6F4+3PsEyD3HmjcD/Wx6/ri4hI+aGQJiIiUoRffvmFiIgI8vLy6NmzJ0OGDCm07quvbPTsGYzXazB8+Aaef/4rv85hW7ATx2ubAcidMZz8DoXPISIiVwaFNBERkUIcP36c0NBQTpw4wcMPP8ykSZMKvQttzx6TsLBgcnIMnn32S8aM2ejXOcwV32N/YR0AuZMGkh/xul/XFxGR8kchTURE5P/Izc2la9eu/PLLL7Ro0YJFixZht9sL1B06ZNCpUwiZmSbt2n3H9OkphQa50jKT9+LotxrDgry3nyWv77t+W1tERMovhTQREZH/4vP5eO6559i2bRv16tUjNjaWypUrF6jLzITOnUM4fNjk7rv3ExW1HLvd8tsc5rqfcfRIxfBa5L8aSu7gqX5bW0REyjeFNBERkf8yZswYkpOTqVy5MrGxsVxzzTUFavLyoFu3EH74wUazZn8QH7+IoCCf32YwP/0VR5dkDLcP9/NtyXltnt/WFhGR8k8hTURE5F8WLlzI1KlTsdvtREVFccsttxSo8flg4MAgPvvMTp06LpKTZ1OjRr7fZjC2HcbRcSVGrgd3r/vJfmcZ+PErlCIiUv4ppImIiADr169n2LBhAEyZMoUHH3yw0LoxYwJJSHBSqVI+ycmzaNQoy28zGLsycD4dj5HlxtPlLrInJ4Kht2oRkYpG//KLiEiFt2vXLnr16oXP52PYsGF079690Lq5c51MnRqA3e5jxYr53Hrrcb/NYOw5hrNdLEZmHp6nbiVrehqYNr+tLyIilw+FNBERqdAOHjxIeHg4WVlZhIWF8cYbbxRat2qVnVdfDQRg1qzlPPzwr36bwfjlJM62sRjHcvA+0oyseR+B3eG39UVE5PKikCYiIhVWZmYmnTt35siRI7Rp04Zp06YVeoT+tm02+vULxrIMRo9Oo1u37/w3xMHTONvGYBxx4b23Ka4lGyAgyH/ri4jIZUchTUREKqS8vDyeeeYZ9uzZQ7NmzVi6dCkBAQEF6vbtM+nSJZjcXIM+fb7glVc+898QGVk4n4jF+PU0vjsa4Fq+CYILHvcvIiIVi0KaiIhUOD6fjwEDBvD5559Tp04d4uPjqVatWoG6jAyD0NAQTp40adt2Nx98sMp/By0ez8HZLhZz3wl8LepwJn4TVK7up8VFRORyppAmIiIVzqhRo0hMTKRy5crExcXRoEGDAjUuF4SHB3PggEmrVgeJjl7mv8uqT+TgfCIG87s/8N1YE1fiBqh2tX/WFhGRy55CmoiIVCizZ89m2rRp/7kL7U9/+lOBGo8HevUKZudOO02anCQxcQEhIV7/DHAy9+wnaLuO4ruuBq7kDVi1CoZEERGpuM4Z0v7+97+XaCG3202fPn3KOo+IiMgFk5KSwogRIwCYPn16oXehWRa89FIQGzY4qFkzh9TUmVx9da5/Bsj8V0D7JgNf0+q4Utdj1W3qn7VFROSKcc6QFhERwfr164utycrKonPnzqxatcpvg4mIiPjTl19+SWRkJJZlMXLkSLp06VJo3YQJAURFOQkM9JCQMJvrrjvjnwFO5+F8Kg5zxxF8TarhSl2Hdc11/llbRESuKOcMae3ataN79+6kpaUV+t+PHz9Ou3bt+Oqrr4iOjvb7gCIiImX1448/EhERQV5eHr169eKll14qtG7pUgfvvReIaVpERy/irrsy/DPAmX8FtH/8jq9R1bMBrf4N/llbRESuOOcMaXPnzqVz58706tWLxMTE//lvBw4c4NFHHyU9PZ3k5GQeffTRCzaoiIhIaWRkZBAaGsrJkyd57LHHmDhxYqF3oW3aZGfIkLP3k02ZEk+7dj/7Z4AzeTjbx2Nu+w2rQRVcqWuxGtzon7VFROSKZD9XgWEYTJ8+ncDAQCIjI8nLyyMiIoJ//vOfhIWFYbPZWLt2Lc2aNbsY84qIiJTYmTNnCAsL49dff6VVq1YsWLAAu73gW9/OnSbPPhuM12swbNgGIiN3+GcAVz7ODisxtx7Gql+ZM6vWYDVq7p+1RUTkinXOkPZvkyZNIiAggOeff57vv/+eqKgo6tatS2JiIvXq1buQM4qIiJw3t9tNr1692LVrF02aNCEmJoaQkJACdQcOGISHh+ByGXTpsp0xYzb5Z4CsfJwdV2J+fgjrmkq4Vq3GanyLf9YWEZErWolDGsDYsWMJCgri/fff5/bbbycuLq7Qyz9FREQuJcuyGDp0KBs3bqRmzZokJCRQq1atAnWnTkGXLiFkZJg88MA+5sxJxPTH5TTZbhyhiZhbDmLVrYRr1Sp8TQoe9S8iIlKYc4a0a6+9tsB39y3LYu/evdx+++0F6n/66Sf/TSciIlIK48ePZ+nSpQQFBREbG0vTpgWPufd4oHfvYH74wUazZkdZsSIKp9NX9uY5bhydE7D9/QBWnRBcqSn4rr2t7OuKiEiFcc6Q1rdv30J/YC0iIlIeRUVFMW7cOEzTZMGCBYX+H4oAI0YEsmmTg6uuyiYxcS7VqrnL3jzXgyMsEdvHB7BqB58NaNe3Kvu6IiJSoZwzpP370k8REZHybsOGDQwdOhQ4+1vqxx9/vNC6uXOdzJsXgNPpJTZ2Hk2auMrePM+Do0sSto3pWFcH40pJwndD4QFRRESkOP745r2IiMglt3PnTnr27InX6+Wll16id+/ehdZt2GDntdcCAZg9exl33/172ZvneXBEJGNb9wvWVUFkpazE1+yusq8rIiIVkkKaiIhc9tLT0wkLCyMrK4uwsDBGjhxZaN3u3Sa9ewfj8xmMGPERERG7y94834ujWwq2tT9j1QwkK3Ul3pvuLvu6IiJSYSmkiYjIZe3333/n6aef5ujRo9x///1Mnz690N9SHz169qj9M2cMQkN3MHLk5rI3d3txdE/FlvYTVo1AslLi8Da/p+zriohIhaaQJiIil63jx4/ToUMH0tPTadmyJdHR0TidzgJ1OTnQtWswBw+a3Hnnr8ydu7Lsh2J5fTj6rsaW+iNWtQCykpbjveW+sq0pIiKCQpqIiFymTp06RadOndizZw833XQTiYmJVKlSpUCdzweDBgWxfbudhg0ziYtbQFBQGY/atyzsQ9Zji/sBq7KTrMSleG99qGxrioiI/ItCmoiIXHaysrLo0qULO3fupEmTJiQlJVGjRo1Ca997L4DERCeVK+eTmDiH2rXzytbcsrC/8XfsC3ZhBdrIjpmN98+PlG1NERGR/6KQJiIil5W8vDy6d+/O1q1bqVevHsnJydSpU6fQ2thYBxMnBmKaFtHRC7n55pNl7m+b+CX2KV9h2U1yoifhuadjmdcUERH5bwppIiJy2fB4PPTp04ePP/6Yq666iuTkZBo1alRo7datNl54IQiAiRMTePTR9DL3t83egWPUp1gG5M57C/cjvcq8poiIyP+lkCYiIpcFn8/HoEGDSEtLo2rVqiQlJXH99dcXWpuebtCtWzD5+Qb9+29h4MDtZe5vLv8Ox9ANAORNHUp+hxfLvKaIiEhhFNJERKTcsyyL4cOHExsbS0hICCtXrqRFixaF1mZmQlhYCMePm/ztb3uYNGlNmfubqT/iiDy7Tt7Y3uT1GFXmNUVERIqikCYiIuWaZVmMHj2aBQsWEBAQwPLly7njjjsKrXW7oVevYH780Ubz5hlERS3DbrfK1N/8OB1H91QMr0X+K53IHfR+mdYTERE5F4U0EREp195//32mTp2K3W5nyZIl3H///YXWWRa8+mogmzc7qFUri8TEuVSt6i5Tb+PLwzg6J2Lke3E/9wg5I+aXaT0REZGSUEgTEZFya/bs2bzzzjsYhsHcuXN57LHHiqydNcvJwoUBBAR4iYubR6NGWWXqbXx7FGeHeIxsN+5nWpP9bgyU9QJsERGRElBIExGRcmnp0qW89tprAEydOpWOHYs+6n7tWjtvvBEIwNy50fzlL0fK1NvYdwLnk7EYmXl4nrqV7KmpYNrKtKaIiEhJKaSJiEi5k5yczODBgwF499136dGjR5G127fb6N07GMsyGDlyDWFhe8rW/NfTOB+PwTiajfehG8ia9xHYHWVbU0RE5DwopImISLmyfv16+vXrh8/n4/XXX2fgwIFF1v78s0l4eDA5OQY9emxjxIhPytY8Iwtnu1iMQ2fw/qUhrugNEBBUtjVFRETOk0KaiIiUG1u2bKFHjx643W5eeOEFhg8fXmTt0aMGnToF/+eo/enTkzHK8puxk7k4n4rD3HcCX4s6uGI2QUjV0q8nIiJSSgppIiJSLnz99ddERESQm5tLr169ePvtt4sMXS4XhIcHk55u489/PsyyZUtxOMpw1H5WPs4O8ZjfHsV3fQ1ciRugWq3SryciIlIGCmkiInLJ7d69m9DQUFwuF2FhYUyePLnIgObxQO/ewXzzjZ3GjU+SmDiXSpU8pW+e58ERnoS57TesBlVwJX2EVatB6dcTEREpI4U0ERG5pPbv30/Hjh05efIkbdu2ZcaMGZhm4W9PlgVDhwaxfr2DmjVzSE2dRe3aeaVv7vbi6JaKbVM61tXBuJKSserfUPr1RERE/EAhTURELpnffvuNp59+miNHjnDvvfeyaNEiHI6iT1IcPz6A6GgnQUEeEhJmc/31p0vf3OvD0W8NtrR9WNUCyEqMxXfdn0u/noiIiJ8opImIyCVx/PhxOnbsyIEDB2jVqhXLly8nMDCwyPqoKAfjxgVimhZRUYu4666M0je3LOyD12OL3Y1VyUF2wmK8t9xb+vVERET8SCFNREQuutOnTxMaGsqePXto3rw5K1eupHLlykXWr19vZ+jQs0fhf/BBPO3a/Vz65paF/dWPsS/chRVoIzt2Dp5WbUu/noiIiJ8ppImIyEWVk5NDREQE33zzDY0bNyYxMZHq1asXWb9jh42ePYPxeg1eeWU9/frtKFN/+//7DPu07VgOk+xlU/Dc07FM64mIiPibQpqIiFw0brebnj178vnnn1O3bl2Sk5OpU6dOkfX795uEhQWTnW3wzDNfMXr0pjL1t03ehv3dL7BsBrmLxuL5a48yrSciInIhKKSJiMhF4fV6ee6551i3bh01atQgKSmJxo0bF1l/7NjZy6qPHTN5+OG9zJqVVKbLqm1zduB48+9YBuTOGkF+uwGlXktERORCUkgTEZELzrIshg0bRkJCApUrVyYhIYFmzZoVWZ+Vdfay6l9+sdGy5W8sXx5dpsuqzaX/xPHiBgDypgwmP+yVUq8lIiJyoSmkiYjIBff222+zaNEiAgMDWbFiBbfddluRtf++rPrrr+00apRJUtJcKlcu/WXVZuIeHP3XApA3tjd5Pd8u9VoiIiIXg0KaiIhcUFOmTGHKlCnY7XYWL15MmzZtiqy1LBg2LJB16xzUqJFDaupM6tTJLXVv86OfcTy7CsNnkfd6OLmD3i/1WiIiIheLQpqIiFwwCxcuZMyYMRiGwezZs3nssceKrZ80KYDFiwMIDPSwcuUcbrih9JdVm58cwBGRjOHxkT/kCXKHzy71WiIiIheTQpqIiFwQ8fHxvPzyywBMnjyZ0NDQYuuXLXMwdmwghmGxePESWrc+UurexpeHcXRKwMj14O7zIDmjo6EMh46IiIhcTAppIiLid2vXruW5557DsixGjx5N7969i63ftMnOkCFnL6t+//2VtG+/r9S9jV0ZOJ+Ox8hy4474C9kTV4KhtzsREbl86F1LRET8asuWLfTs2ROv18vQoUN58cUXi63fudOkR49gPB6DYcM28NxzX5e6t7HnGM4n4zBO5eFpfyvZ01aBaSv1eiIiIpeCQpqIiPjNjh07iIiIIC8vj969e/PWW28VW5+ebhAWFkJWlkGXLtsZM6b0l1Ub+zNxPh6L8Uc23keakTVvHdgdpV5PRETkUlFIExERv0hPTycsLAyXy0VoaCgTJ04s9vLpEycMOncO4ehRkwcf3MecOYmYpX1XOnQaR9sYjN9deO9timvJBnAGlnIxERGRS0shTUREyuzkyZN07tyZY8eO8dBDDzFr1ixstqK/ZpiTA126BLNvn40WLY6wYkUUTqevdM2PZuFsF4t54BS+OxrgWr4JgiuXciciIiKXnkKaiIiUSV5eHt26dWPfvn00b96cxYsX43AU/TVDrxf69g3mq6/s1K9/iuTkOVSt6i5d88xcnE/FYe49ga9FbVxxG6Fy9VLuREREpHxQSBMRkVKzLIsXXniBzz//nDp16hAXF0eVKlWKqYfXXgtk9WoH1arlkpo6i2uuySldc1c+zqfjMXcdxXddDVwJG7Cq1y7lTkRERMoPhTQRESm19957j7i4OEJCQoiNjaV+/frF1n/4oZN58wJwOr3Ex8/lppsyS9c414MjPBFz229YDargSlqLdXXD0q0lIiJSziikiYhIqSxfvpwJEyZgmiYLFy7k1ltvLbY+Pt7BqFFn70JbuDCKNm1+K11jtxdH91RsHx/Aqh2MKzkFq8GNpVtLRESkHFJIExGR8/bJJ58wePBgACZMmMCjjz56jnobAweeDWjjxyfRqdPe0jX2WTgi12BL24dVPYCspHh8195WurVERETKKYU0ERE5L3v27KF79+54PB4GDRpE3759i63/7juT7t1DcLsNA2MMTQAAIABJREFUXnhhM4MHbytdY8vC/uJ6bDG7sSo5yF65GG/ze0q3loiISDmmkCYiIiWWkZFB586dOX36NE8++STvvPNOsfUHD569C+30aYNOnb5h3Lh1pWtsWdjf+Dv2eTuxAm1kx8zG06pt6dYSEREp5xTSRESkRLKzs4mIiODgwYO0atWKOXPmYBZz+3RmJnTuHMLvv5u0afML8+evLPVl1bYJW7FP+QrLbpITNRFPm06l3IWIiEj5d0lC2vz58/nTn/5E7dq1uf/++/niiy9K9NzPP/9M/fr1qVev3gWeUERE/pvX66Vfv37s2LGDhg0bsmLFCoKDg4usz82Frl1D2LPHRvPmGcTFLSYw0Fuq3rYZ23GM3oJlGuTOH4X7b71Luw0REZHLwkUPaYmJibz22mu8/PLLfPrpp9x555107tyZgwcPFvtcfn4+vXv35u67775Ik4qIyL+NHDmS1atXU7VqVeLj47n66quLrPX5YMCAIL74wk7dumdITp5D9er5pepri/oWx7BNAOR9+BL5Tw8p1ToiIiKXk4se0mbMmEHXrl159tlnufHGG5k4cSK1a9dm4cKFxT43atQobr75Ztq3b3+RJhUREYC5c+cyc+ZMHA4HS5cu5cYbiz/u/s03A0lKclKlSh4pKTNp0CC7VH3NxD3YB3wEQO57keR1G1mqdURERC43FzWk5efns3PnTh566KH/+ftDDz3Etm1Fn/a1bt061q1bx/jx4y/0iCIi8l8++ugjXnvtNQCmTZvGvffeW2z9jBlOZs4MwOHwEhs7nxYtTpaqr7nuZxw9V2H4LPLe6ELegAmlWkdERORyZL+YzY4fP47X66VWrVr/8/datWpx9OjRQp85cuQIQ4YMITo6msqVK5e41759+8o0q7+Vt3nk8qbXk/hTUa+nH374gcjISHw+H5GRkbRq1arY197atTV4662mAEyZMpc//WkXJ06c/zzOrb9Ts9taDLePk73v5+f2L4Fe85cN/fsk/qTXk/hTeXo9XX/99cX+94sa0v7NMIz/+d+WZRX4279FRkbSu3dv7rjjjvPqca6NX0z79u0rV/PI5U2vJ/Gnol5PBw8eZPjw4eTm5tKlSxfGjx9f5L/TABs32nn77bMHibz3XhJ9+hwAapz3PMb233H2Wo+R68Xd8z7MyUlcb+gg4suF/n0Sf9LrSfzpcns9XdR3vpo1a2Kz2Qp8anbs2LECn67926effsr48eOpWbMmNWvW5IUXXiArK4uaNWuyePHiizC1iEjFcurUKcLDw8nIyODee+/lww8/LDagbd9uo0ePYDweg5de2sSLL5busmrj+z9wto/DOJOPJ/R2sicnggKaiIhUQBf1kzSn00nLli3ZvHkzTz/99H/+vnnzZp566qlCn/m/x/OvWbOGyZMns2nTJq655poLOq+ISEXjdrvp2bMnu3fv5oYbbiA6Ohqn01lk/Y8/moSFBZOdbfDMM1/xzjsbStXX2HcC5xOxGCdy8Tx+C1mzVoPtknzZQ0RE5JK76O+AgwYNon///rRq1Yq77rqLhQsXcuTIEXr16gXAmDFj+Prrr0lNTQWgefPm//P8N998g2maBf4uIiJlY1kWQ4cOZfPmzdSqVYu4uDiqVatWZP3hwwYdO4Zw4oRJ27a7mTUrqVSXVRvpmTjbxmBkZOF94HqyFq4DR0AZdiIiInJ5u+ghrWPHjpw4cYKJEyeSkZHBTTfdRFxcHA0bNgTOHhSyf//+iz2WiEiFN3nyZJYuXUpQUBAxMTE0bty4yNqTJw1CQ0M4dMjkrrsOsHTpMhwO6/ybHjqNo20MxuEzeO9ujGvZRggMKf0mRERErgBGZmZmKd5V5Xxcbj9UlPJNryfxp3+/nuLi4oiMjMQwDKKjo2nXrl2Rz2RnQ4cOIWzbZuemm46yceM0atRwn3/zIy6cf1uBue8Evlb1OJO0Baqc/2EjUn7o3yfxJ72exJ8ut9eTfpEtIlLBffbZZzz//PMAvPvuu8UGNLcbevUKZts2O/XrnyI1dVbpAtqxbJztYs8GtBZ1cK38WAFNRETkXxTSREQqsPT0dLp160Z+fj79+/dnwIABRdZaFgwZEsS6dQ5q1Mhh1aqZ1K+fc/5NM3NxPhWH+f0xfM2uwpW0Eat67TLsQkRE5MqikCYiUkH98ccfDBkyhMzMTNq2bcu7775bbP3o0YEsX+4kONhNUtJsmjU7df5Nz+ThbB+P+U0Gvmur40regHVV/VLuQERE5MqkkCYiUgFlZ2cTERHBb7/9xm233cb8+fOx2WxF1k+f7mTq1ADsdh8rVsznzjszStHUjbNTAuZXv2E1qIIr+SOsOk3KsAsREZErk0KaiEgF4/V6iYyMZPv27dStW5eYmBhCQoo+UTEmxsGbbwYBMHfuMv72twPn3zTPgyM8EXPLQaw6IbhS07Aa3FjaLYiIiFzRFNJERCqYkSNHkpaWRtWqVZk6dSq1axf9e7ANG+w8//zZgDZuXBIREd+ff0O3F0e3FGwb07FqBeFKScHX5E+lHV9EROSKd9HvSRMRkUtnzpw5zJw5E4fDQXR0NHXr1i2ydvt2G88+G4zHY/DyyxsZMmTb+Tf0+nD0SsOW9hNW9QCykuPx3Xh7GXYgIiJy5dMnaSIiFcSaNWsYMWIEANOmTeO+++4rsnbvXpPOnYPJzjbo3n0b77yz4fwb+iwc/ddiS9iDVcVJVuJSvDe3Ke34IiIiFYZCmohIBfDNN9/Qt29ffD4fI0aMoEuXLkXWHjpk0KlTCCdPmjz++G5mzkzGMIzza2hZ2Iesx7bsO6xgO9nx8/He9kgZdyEiIlIxKKSJiFzhfv31V8LDw/9zouMrr7xSZG1mJnTuHMKhQyatW6cTHb0Mu906v4aWhf2Vj7HP34kVaCM7Ziaeu54q4y5EREQqDoU0EZErWGZmJmFhYRw9epT77ruPqVOnFvmpWH4+dO8ewg8/2LjppqOsXLmA4GDvefe0j9mCffp2LIdJztL38dwXVtZtiIiIVCgKaSIiV6j8/Hy6d+/Onj17aNasGVFRUTidzkJrLQsGDw5iyxY7tWu7SEqaQ40a7vPuaRv/BfbxW7FsBrmLx+J++NmybkNERKTCUUgTEbkCWZbF4MGD2bJlC7Vr1yYuLo5q1aoVWT9uXAAxMU6Cg90kJMyhUaOs8+5p+/AfOEZvwTIgd+6b5D8xoCxbEBERqbAU0kRErkDjx48nJiaG4OBgYmNjadiwYZG1y5Y5GD8+ENO0WLp0Ea1a/XHe/Wzzd+J49WMAcqcPI7/Ty6WeXUREpKJTSBMRucIsXbqUcePGYZomCxYsoGXLlkXWfvVVZYYMOXtZ9fvvr6Rt21/Ou5+5/Dvsg9cBkDtpIPnPvFm6wUVERARQSBMRuaJ8/PHHvPjii8DZT9Patm1bZO3u3SavvHItHo/Biy9+TP/+X593PzNhD45+azAsyHv7WfL6vlvq2UVEROQs+6UeQERE/OPbb7+lR48eeDwehgwZQr9+/Yqs/f13g7CwELKyTDp02MnYsevPu5+55iccPVdh+CzyR3Qmd/DUsowvIiIi/6JP0kRErgAHDx4kLCwMl8tFp06dGDVqVJG1LheEh5+9C61Vq59ZsCAO8zzfDcyP03F0Tcbw+Mgf8gQ5r8wt4w5ERETk3xTSREQuc/++C+3IkSPcc889zJw5E7OI1OXxQO/ewXz7rY1rrz3O4sVTCQrynVc/4/NDODonYuR5cff7Kzmjo6GIu9dERETk/CmkiYhcxvLy8ujWrRs//PADzZo1Y9myZQQEBBRaa1nwyiuBrF/voGbNHJKTZ1OjRu559TO2/46zQzxGtht3t7vJHh8Hht5KRERE/EnvrCIilymfz8fzzz/PZ599VqK70D780MnChQEEBHiJj5/DddedOa9+xj+P4nwqDuNMPp7QVmRPTQXTVtZtiIiIyP+hkCYicpl65513iI+Pp1KlSsTFxRV7F1piooNRo84etb9gQRStWx85r17G3uM428VinMzF064FWbPWgE1nT4mIiFwICmkiIpehhQsXMmXKFGw2G0uWLOHWW28tsnbrVhsDBpwNaO++m0ynTnvPq5exPxNn2xiMo9l4/3oDWQvWg6Pwr1SKiIhI2SmkiYhcZtauXcuwYcMA+OCDD/jrX/9aZO1PP5l07RpMXp5BZORnvPjil+fX7OBpHG1jMH534W3TBFf0JggIKsv4IiIicg4KaSIil5EdO3bQp08ffD4fr7zyCt27dy+y9tgxg9DQYE6eNGnbdjeTJ68+v0MYj7hwPhGLeeAUvjsa4FrxMQRXLvsmREREpFgKaSIil4n09HTCw8PJzs6ma9eujBgxosjanByIiAgmPd3GbbcdJipqOXa7VfJmx3NwtovF3HcC35/qcCZ+E1Su7oddiIiIyLkopImIXAZOnDhBaGgof/zxBw8++CBTp07FKOJjMa8X+vcP5h//sNOgwSkSEuZRqZKn5M1O5eF8Kg7z+2P4ml2FK3EjVLvaTzsRERGRc1FIExEp53JycoiIiOCnn37illtuYcmSJTgcjiLrR44MJDXVQZUqeSQnz6Zu3fO4C82Vj/PpeMwdR/A1rY4raT3WVfX9sAsREREpKYU0EZFyzOv10r9/f7Zt20a9evWIi4ujSpUqRdbPmuVk5swAHA4vsbHzad78ZMmbZbtxdErA/PIwVv0quJLXYtVt6oddiIiIyPlQSBMRKcfefPNNUlNTqVKlCvHx8VxzzTVF1qam2nn99UAA5sxZzgMPHCx5ozwPjvBEbJ/+ilUnBFdqKlbDZmUdX0REREpBIU1EpJyaOXMms2bNwuFwsHTpUpo3b15k7bZtNiIjg7EsgzFj0oiI+L7kjdxeHN1SsG1Mx6oVhCslGV/Tln7YgYiIiJSGQpqISDmUkpLCG2+8AcCMGTO47777iqz9+WeTiIhgcnMNevf+guHDPyt5I48PR89V2NJ+wqoeQFZSHL4b7yjr+CIiIlIG9ks9gIiI/K8vvviCyMhILMvirbfeIiwsrMjaP/44exfaiRMmjz32A1Onrir5XWg+i2ovfYIt8SesKk6yEpfiveVe/2xCRERESk0hTUSkHNm7dy9du3YlLy+PPn36MHTo0CJrs7PP3oW2f//Zu9Cio5eV/C40y8L+wjrsCT9hhTjIXrkQ722P+GkXIiIiUhb6uqOISDlx5MgRQkNDyczMpG3btkyYMKHYu9D69g1m+3Y7DRtmkph4HnehWRb2lzdhX7gLK9BGduxsPHe28+NOREREpCwU0kREyoEzZ84QFhbGwYMHuf3221mwYAE2m63QWsuC114LZM0aB9Wq5ZKSMos6dUp4F5plYX/zE+yzvsZy2tj//gg8bTr5cSciIiJSVvq6o4jIJeZ2u+nZsyfffvstTZs2JSYmhuDg4CLrp093Mm9eAE6nl/j4uTRrdqrEvexjP8f+/jYsu0nOknGcuO4BavpjEyIiIuI3+iRNROQSsiyLF198kU2bNlGzZk1WrlzJVVddVWR9crKdkSODAJg7dylt2vxW4l62SV9iH/s5lmmQu2AM7rb9yjy/iIiI+J9CmojIJTRu3DiWLVtGUFAQsbGxNG3atMjarVtt9O9/9hO2d95JJTz8hxL3sU3fjmPkJ1gG5M4aQX77F8o8u4iIiFwYCmkiIpdIVFQU48ePxzRNFi5cyO23315k7b59Jl27BpOXZxAZ+Rkvv/xFifvYFuzEMXwTAHlTh5If/kqZZxcREZELRyFNROQS2LBhw3+O1588eTJt27YtsvboUYPQ0BBOnjR5/PHvmTx5dYnvQjOXfYf9hXUA5E54jrweo8o8u4iIiFxYCmkiIhfZzp076dmzJ16vl5dffplevXoVWZuVBeHhwRw4YPLnPx8iKmp5ie9CM+N/wBG5BsOCvLd7khc5zl9bEBERkQtIIU1E5CJKT08nLCyMrKwswsPDefPNN4us9Xigd+9gvvnGTuPGJ0lMnEdIiLdEfcxV+3D0WoXhs8h7PZzcwR/4awsiIiJygSmkiYhcJCdOnKBz584cPXqU+++/n2nTphV5WbVlwauvBrJunYMaNXJISZlF7dp5JepjbtyPo1sKhtci/6X25A6f7c9tiIiIyAWmkCYichHk5OQQERHBvn37uPnmm4mKisLpdBZZP3ZsAAsWBBAQ4CUubi433HC6RH2Mzw/hCEvEyPfifu4RckYupsQ/YBMREZFyQSFNROQC83q99OvXj23btlGvXj3i4+OpWrVqkfVTpzqZNCkQm83HkiWLueee30vUx/jmCM6O8Rg5Htzd7yH73RgFNBERkcuQQpqIyAVkWRYjRowgLS2NKlWqEB8fzzXXXFNk/fz5TkaNOntZ9bx5y2jffl+J+hg/HMP5ZBzG6Xw8Hf9M9gcpYNr8sgcRERG5uBTSREQuoOnTpzN37lycTifLli2jefPmRdbGxDgYNuxsQJs6NY6IiO9L1MPYn4nz8ViM4zl4H21O1uw1YLP7ZX4RERG5+BTSREQukEWLFjFy5EgAZs6cyb333ltkbWqqnYEDzwa0sWOTiYzcUbImh8/gaBuDccSF976muBavB2dgmWcXERGRS0chTUTkApg3b95/Lqt+9913CQ0NLbJ20yY7ffoE4/MZjBjxES+99GXJmhzNwvlEDOaBU/hur49r2SYIquSP8UVEROQSUkgTEfGzWbNmMXz4cADee+89Bg4cWGTtF1/Y6NYtGLfbYNCgTxg58u8la5KZi/OpOMy9J/DdcjWu+I1QubofphcREZFLTSFNRMSPpk2bxogRIwCYOHEiAwYMKLL2m29shIeHkJNj0LPnViZOXFOywxhd+TifjsfcdRTfdTVwJW7Eql7HTzsQERGRS02/LBcR8ZMpU6YwZswYAD744AN69uxZZO3u3SYdOwZz5oxBaOgOpk9PKfJi6/+R68ERloi57TesBlVwJa3Furqhn3YgIiIi5YFCmoiIH0ycOJGxY8diGAYffvgh3bt3L7L2l19MOnQI4eRJk8cf383ChfHYSnJavtuLo3sKts0HsGoH40pOwWpwo/82ISIiIuWCQpqISBlYlsW4ceMYP348hmEwY8YMunbtWmT9oUMG7duHkJFh8sAD+1i2bCkOh3XuRl4fjn5rsKX9hFUjkKyklfiuvc2POxEREZHyQiFNRKSULMti7NixTJo0CdM0mTNnDp07dy6y/uhRg6efDuHgQZM77/yV+PglBAb6StII+5D12GJ3Y1VykLUyGm/zu/24ExERESlPFNJERErBsixGjx7N1KlTsdlszJs3j44dOxZZn5kJHTqE8NNPNlq0+J3k5PlUquQpSSPsIzZjX7ALK9BGduwcvH9+xI87ERERkfJGIU1E5DxZlsUbb7zBzJkzsdvtLFiwgPbt2xdZf+YMhIaG8P33Nm644RhpaXOoXj2/RL1s732Bfeo/sBwmOUvfx3NP0UFQRERErgwKaSIi58GyLF599VXmzp2Lw+Fg8eLFPPHEE0XW5+RA164hbN9up1GjTFavnsHVV+eWqJftw3/geOczLNMgd8HbuB9+1l/bEBERkXJMIU1EpIR8Ph/Dhw9nwYIFOJ1OoqKieOyxx4qsd7uhZ89gtmyxU6eOizVrZlC/fk6JetmmfoXjtc0A5M4YTv5Tz/tlDyIiIlL+KaSJiJSAz+dj6NChLFmyhICAAJYuXcojjxT92zCvF/r3D2LdOgc1a+awZs10mjY9U6JetnFf4BizBYDcKYPJj3jdL3sQERGRy4NCmojIOXi9XgYPHsyyZcsIDAxk+fLlPPTQQ0XWWxa8/HIgiYlOKlfOJzV1BjfdlHnuRpaFffQW7BO2nv2K44zhCmgiIiIVkEKaiEgxvF4vAwcOJDY2luDgYFasWMH9999fZL1lwahRgSxeHEBgoIfExNn8+c/Hzt3IsrC/8jH26duxbAa5894iv+NQP+5ERERELhcKaSIiRfB4PAwYMID4+HhCQkKIjY2lTZs2xT4zZUoAH34YgN3uIyZmAW3a/HbuRr6z96DZ5+88e4rj4vdwP9HfT7sQERGRy41CmohIIdxuN5GRkSQlJVGpUiXi4+Np3bp1sc/Mm+fk7bcDMQyLhQujefTR/edu5PHheG4ttmXfnb0HbdkUPH/t4addiIiIyOVIIU1E5P/Iz8+nT58+rFq1iipVqrBy5UruvPPOYp+JjXUwfHgQANOnx9C58w/nbuT24uiVhi1hD1aIg+wVM/DcF+aPLYiIiMhlTCFNROS/5Ofn07NnT9asWUOVKlVISkqiVatWxT6zerWdgQPPBrR3302md+9d526U58HRLQVb2k9YVZxkxy/Ac9eT/tiCiIiIXOYU0kRE/iUvL48ePXqwbt06qlWrRnJyMi1btiz2mU8+sdGrVzBer8Grr65j6NAvz90o242jSxK2DfuxqgeQlbgU721FH+cvIiIiFYtCmogIkJubS7du3di4cSM1atQgKSmJW2+9tdhntm+30bVrCPn5Bv37b2HUqM3nbuTKx9EpAdunv2LVCiIrOR7vzcUfRiIiIiIVi0KaiFR4OTk5dO3alc2bN1OzZk1SUlK45ZZbin3m++9NQkODycoyiIj4B++/vxrDOEejU3k428dhbvsNq04IrpQUfDfe7r+NiIiIyBVBIU1EKrSsrCwiIiL49NNPqVWrFikpKTRv3rzYZ375xaRjxxAyM03atfuOuXMTMc1zNDqeg/OpOMwdR7AaVMGVsgpf0+I/qRMREZGKSSFNRCosl8tFeHg4n3/+ObVr1yY1NZUbb7yx2GcOHzZo3z6EjAyTBx7YR3T0cux2q/hGGVk428VifvcHvqbVcSWvxWrYzI87ERERkSuJQpqIVEhnzpwhLCyMrVu3UrduXVJTU7n++uuLfebYMYMOHUI4eNDkjjt+JS4uisBAX/GNDp/B+XgM5o8n8N1YE1fyBqy6Tf24ExEREbnSKKSJSIVz+vRpQkND+eqrr6hXrx6rVq2iadPig9OpU9CpUwg//mjj5pszSE6eR+XK7mKfMdIzcTwei7k/E1+L2rgSN2LVauDPrYiIiMgVSCFNRCqUzMxMOnXqxNdff039+vVJS0ujcePGxT6TnQ1duoSwa5eNpk1PsGrVLGrUOEdA23sc5+MxGL+58P25Hq6ETVjV6/hxJyIiInKlUkgTkQrj5MmTdOjQgZ07d9KwYUNWrVpFo0aNin0mPx+efTaYrVvtXHPNGdasmU7durnFPmPszMD5ZCzGsRy89zTBtWITVKnhz62IiIjIFexc55GJiFwRTpw4Qfv27dm5cyeNGzdm9erV5wxoeXnQvXswGzY4qFkzh9Wrp9OoUXaxzxhfHsb52IqzAe2RZrjiP1VAExERkfOikCYiV7xjx47x5JNP8u2333LttdeyevVqGjQo/rdhOTnwzDPBrFvnoEaNHNLSZtCs2alinzE3p+NsF4txKg/P0y1xLd0MwZX9uRURERGpAPR1RxG5ov3xxx+0b9+e3bt3c/3115OamkrdunWLfSY7GyIiQvjkEztXXZXNmjXTaNHiZLHPmGn7cDyTgpHvxd21NdkfpoLd4c+tiIiISAWhT9JE5IqVkZHBk08+ye7du7nxxhtJS0s7Z0Bz/X/27ju6imp94/j3tFQIJUAoIaCgNEEEpaooXO9VMfQqgnSUoihdLiBKb1F6CQgioJQAAQlRAQED0hQsKL2XBEIJqSc5Z35/5Ge8SBJAk0MCz2ctljLz7pN5dSeLhz2zJxZatkwNaEWKxBEefgcB7YuD2NqsTg1o3f9F/PT1CmgiIiLytymkich96eLFiwQGBvL7779ToUIF1q1bh5+fX6ZjYmKgRQtvIiKsFCt2g6+//piKFTMPaJYF+7F1WofJYWDv14T48SvAbMnKVkREROQBo9sdReS+c/78eRo1asTRo0epWLEioaGhFCpUKNMx166lBrS9e634+8ewceN0ypSJyXSM5ePd2AZvASBpRHsS35mWZT2IiIjIg0shTUTuK+fOnSMwMJDjx4/z2GOPsXbtWnx9fTMdc/WqiaZNvdi/30pAwDXCw6dTunRsxgMMA+voCKyjIwBInPgmSd3GZmUbIiIi8gBTSBOR+8aZM2cIDAzk5MmTVKlShbVr11KgQIFMx0RHm2jSxJuff7bw0ENX2bhxGgEBmWyzbxhYB2/BOnUPhtlE4oyB2NsOyeJORERE5EGmkCYi94VTp04RGBjI6dOneeKJJ1i9ejX58+fPdMylSyYaN/bm4EELZctGExY2HX//hIwHOJxY+4Rj/eQnDJuZxPkfYG/UO4s7ERERkQedQpqI5HonT57klVde4ezZs1SvXp1Vq1bdNqBdvJga0A4dslCu3CXCwmZQrFhixgOSHdi6fIllxW8YHhYSPptC8r9ez+JORERERBTSRCSXO378OI0aNeLs2bM89dRTrFy5knz58mU65tw5E40aeXPsmIVKlSL58stZ+PllEtASU7C9thbLl0cx8roR/8UcUuo0zeJORERERFIppIlIrnXs2DECAwM5f/48NWvWZMWKFfj4+GQ65swZE4GB3pw8aaFKlQt8+eUsChWyZzwg1o6tVQiWLacwCnoQt3IxjmovZHEnIiIiIn9SSBORXOnIkSMEBgZy8eJFateuzfLly8mbN2+mY06eNNGoUR5OnzZTrdo51q2bTcGCyRkPuJqIW5MVmHefx/DzIm7NShwV6mRxJyIiIiI3U0gTkVzn0KFDBAYGEhUVRd26dfniiy/IkydPpmOOHzfTqJE3Z8+aeeqp04SGziN//kwCWlQcboHLMf8UhVHSh9g1a3GWeSKLOxERERG5lUKaiOQqv/32G40aNeLSpUs8++yzLFu2DG9v70zHHD1qJjDQmwsXzNSufZI1a4Lx8UnJeMDZGNwafoH58BWcjxQkdvVGDP9Hs7gTERERkfQppIlIrvHrr7/SqFH28soTAAAgAElEQVQjoqOjee6551i6dCleXl6Zjjl2zMwrr3hz8aKZZ545RkjIJ+TJk3FAMx2/ittLn2M6HYOzsh+xq77GKBKQ1a2IiIiIZMh8ry9ARORO/PTTTwQGBhIdHU2DBg1YtmzZbQPa8eOpK2h/BLTVqxdkHtAOXsKtwdLUgPZUSWJDtymgiYiIiMsppIlIjrd3714CAwO5cuUK//73v1myZAmenp6ZjjlxIjWgnT9v5umnj7N69QK8vR0Z1pt+uIjbv5dhuhiL49ky3AjZhlHAL6tbEREREbkthTQRydEiIiJo0qQJ169f5+WXX2bx4sV4eHhkOubkydRt9s+dM1OnzonbB7TvzuD24jJM0Qk4XqxI7BdbIW+BrG5FRERE5I4opIlIjrV582ZatGhBbGwsLVq0YNGiRbi7u2c65tQpE6+8koezZ83UqnWSNWvmZ3qLo/nr47g1Wo7php2U5tWJ/XQzeGa+U6SIiIhIdlJIE5Ec6csvv6RNmzYkJCTQvn175syZg81my3TM6dN/BrSaNU+xdm0wefNmEtDWHMLWfBWmhBSSOzxN3NxwcMt8lU5EREQkuymkiUiOExISQocOHbDb7XTv3p2PP/4Yi8WS6ZgzZ0wEBubhzJnU96CtXZv5Nvvmpb9ge20tpmQnyT3/Q/xHa8GiDW9FRETk3lNIE5EcZcmSJXTt2hWHw0Hfvn0ZP348ZnPmP6rOnk19Bu3UKTNPPnmGdevmkS9fxi+qtsz5AbcuX2JyGNgHNSd+9OdgzjwEioiIiLiK/tpYRHKM4OBg+vfvD8DQoUPp378/JpMp0zHnzqUGtJMnLVSrdpZ16+ZmHtAmfY9t2FYAkj7sRGKfoKxrQERERCQLKKSJSI4wdepUhg8fDsCoUaPo3bv3bcecP2+iUSNvTpyw8MQT51i/fi7582cQ0AwD6/vbsU7YiWGCpClvkdTpgyzsQERERCRrKKSJyD1lGAbjx49n3LhxAEyZMoXOnTvfdtyFC6kB7dgxC48/fp7162dToEAGAc1pYB2wCevMfRgWE4mz3sPeakBWtiEiIiKSZRTSROSeMQyDESNGMHXqVMxmMzNmzKBt27a3HXfxYmpAO3rUQuXKF/jyy9kULJhBQEt2YHsjDMvSXzHczCR8Mpbkhj2yuBMRERGRrKOQJiL3hNPpZNCgQcybNw+r1UpwcDBNmjS57bioqNSAduSIhcceu8iGDbPw9bWnXxxnx9ZuLZbw4xjeNuI/+5iU51/N4k5EREREspZCmoi4nMPhoE+fPixduhR3d3cWLVrEiy++eNtxly6lBrTDhy1UqhTJhg2zKFQog4AWnYBb0xWY91zAKORJ3PJFOKr9O4s7EREREcl6Cmki4lLJycn06NGDkJAQvLy8WLp0Kc8999xtx/0R0H7/3ULFiqkBrXDhpPSLT8fg1ugLzIeuYAT4ELtqNc5HqmdtIyIiIiLZ5J68Jy04OJgqVarg5+dHvXr12LFjR4a127dvp23btpQrV45ixYpRp04dFi9e7MKrFZGskpSUxOuvv05ISAh58+Zl1apVdxTQzp0z0bChN7/9ZqF8+Uts2DCTIkUS0601HbyEe/3PMB+6gvOxItwI/1YBTURERHIVl4e0kJAQBg8eTL9+/di2bRs1atSgZcuWnDlzJt363bt3U6lSJRYtWsTOnTvp0qULffv2ZcWKFS6+chH5JxITE3nttdfYsGEDBQoUIDQ0lNq1a9923PHjZl58MU/aLY5hYTPw80t/Bc208yxu/1qK6dwNHHVKc2N9BEaxh7O6FREREZFsZbp27Zrhyi/YoEEDKlWqxNSpU9OOVatWjcaNGzNixIg7+oyOHTvicDhyzYrakSNHeOSRR+71Zch9IjfOp8TERNq3b8/XX3+Nr68va9eu5bHHHrvtuIMHzTRt6k1kpJknnzzD2rVzM9zF0bzhKLbX1mJKSCGl4WPEBW8EzzxZ3cp9JzfOJ8m5NJ8kK2k+SVbKbfPJpStpdrud/fv3U79+/ZuO169fn127dt3x59y4cYP8+fNn9eWJSDZITEykQ4cOaQFt3bp1dxTQ9u2z0LBhakCrV+8oGzZkHNAsi3/G1ioEU0IKya8/Q9yiLQpoIiIikmu5dOOQ6OhoHA4HhQsXvul44cKFiYqKuqPP2LhxI1u3biU8PDzTuiNHjvzt68wOOe16JHfLLfPJbrczcOBAIiIiyJ8/P9OnT8dms932+vfty8u775YlPt7MCy/8yOzZc0hOdnLlyl8KDYM8s37CZ/RuAKLfeIETnUfDiZPZ09B9KrfMJ8kdNJ8kK2k+SVbKSfPpdqt692R3R5PJdNPvDcO45Vh6vv/+e7p168b48eOpXj3zjQBy0nJmbltelZwtt8ynpKQk2rdvT0REBL6+voSGhlKpUqXbjtu40crbb3uRlGSiVat9BAevxGZLZ+XcaWAdsgXr1D0AJE54A2v3ceT8/zI5S26ZT5I7aD5JVtJ8kqyU2+aTS0Oar68vFovlllWzy5cv37K69lc7d+6kVatWDBkyhC5dumTnZYrIP/RHQPvqq6/SnkG7k4C2apWNHj08SUkx0bVrBB99tA6LJZ1CuwNbjw1YPj+IYTOTOGcY9mbvZH0jIiIiIveAS59Jc3Nzo2rVqmzZsuWm41u2bKFmzZoZjouIiKBly5YMHDiQnj17Zvdlisg/kJSURIcOHfjqq68oWLDgHW8SsnChja5dUwNav36bmDo1NP2AFmfH1mJVakDzthG/fIYCmoiIiNxXXH67Y69evejRowfVq1enZs2aLFiwgIsXL9KpUycARo4cyb59+wgNDQVS35PWunVrunTpQqtWrYiMjATAYrFQqFAhV1++iGTij4AWHh5OwYIFCQ0NvaOANm2aG8OGeQIwcuR6Bgz4Lv1boC/H49Z0Jea9FzAKeRK3YjGOJ/6V1W2IiIiI3FMuD2nNmjXjypUrTJw4kcjISCpUqMDy5csJCAgA4OLFi5w4cSKtfunSpcTHxzNt2jSmTZuWdrxkyZL8/PPPrr58EcnAXwPanaygGQaMGePOxIkeAEyZsoI339yXfvGp67g1Wo758BWMgHzEhqzGWbZaVrchIiIics+5/D1pD6Lc9qCi5Gw5cT4lJSXx+uuvs3HjxrSAVrly5UzHOJ0wZIgHc+a4YzYbzJ27hHbtfkm31rT3Am4tVmGKjMP5mB+xK8L0kuoskhPnk+Remk+SlTSfJCvltvl0T3Z3FJH7x/8GtAIFCtxRQEtJgbfe8mTpUjfc3Bx8+ulCGjdOf1tcc+hhbB3XYUpIwVGvLLGLwiB/5hsNiYiIiORmCmki8rfZ7fa7DmhJSdCtmxehoTa8vJJZvnweDRqcvrXQMLBM24t18GZMBiS/Vpf4KavAzSObuhERERHJGRTSRORvSS+gValSJdMx8fHQvr0XmzbZyJcviZCQWdSpc/HWwhQn1v6bsM75AYCk4e1IfGc63MH7FEVERERyO4U0EblrfwS0sLAw8ufPz5o1a24b0K5dg9atvdm1y0qhQvGsWzeTqlUv31oYa8fWIRRL2DEMNwuJs4Zib/5uNnUiIiIikvMopInIXbHb7XTs2DEtoK1du5bHH3880zHnz5to3tyb336z4O9/nfXrZ1Ku3PVbC8/dwK35SswHojB8PYlfMoeUWo2yqRMRERGRnEkhTUTuWEJCAh07diQ8PPyOA9qRI2aaNvXm7Fkz5ctHERo6m5Il42+pM/0UhVvTFZjOx+IsW5C4L0JwlqmaXa2IiIiI5FgKaSJyR65fv06bNm3YuXMnBQoUYPXq1bcNaD/8YKFlSy+io83UqHGakJBgfH3tt9SZw49hey0UU6wdR53SxH0WhlGwWHa1IiIiIpKjme/1BYhIzhcVFcUrr7zCzp07KV68OGFhYVStmvkq15YtVgIDvYmONvOf//zGhg1z0g1olrk/Ymu2ClOsnZSWTxEbskMBTURERB5oCmkikqlTp07x4osv8vPPP1OmTBk2btxI+fLlMx0TEmKjVSsv4uJMtG27lxUrPsXb23FzkdPAOngztre/wuQ0sA9sTtzccPDwysZuRERERHI+hTQRydDBgwd58cUXOX78OFWqVGHjxo0EBARkOmbePDe6dPEkOdlEnz7fEhy8EpvNuLkoPhlb2zVYP96DYTWTMHMACe/NB5N+JImIiIjomTQRSdfu3btp1aoV165do27duixbtgwfH58M6w0Dxo51Z8KE1JdNf/hhKP367bj11WaRcbi1WIV57wWMfO7EL55GyrOtsrETERERkdxFIU1EbrFp0ybat29PfHw8L7/8MgsWLMDDwyPDeocDBgzwYMECd8xmgxkzPqdjxwO31JkOXsKt6UpMp2NwlspH3BcrcJavkZ2tiIiIiOQ6CmkicpOQkBB69OhBcnIyr776KlOnTsVqzfhHRVISdO/uxdq1NtzdHSxevIDAwGO31Jk3HMXWcR2mG3acT/oTuzQMo0jJ7GxFREREJFfSAyAikmb+/Pl06dKF5ORkevfuzfTp0zMNaDEx0LKlN2vX2siXL4n162fcGtAMA8uk77G1WIXphp2U5tW5EbpTAU1EREQkA1pJExEMw2DixImMGTMGgBEjRtC3b19MtzxQ9qdLl0y0aOHNgQMW/PxiWbduBpUrX725KCEZW8+NWD4/CEDS8FdJfGe6NggRERERyYRCmsgDzul08t577zF79mxMJhNBQUF07Ngx0zEnT5po1syb48ctlClzhfXrZ1K6dOzNRedu4NZ6NeZ9FzC8bSTMHUVywx7Z14iIiIjIfUIhTeQBlpycTK9evVi+fDlubm7MmzePxo0bZzrml1/MNG/uTWSkmapVz7NmzVz8/BJvqjHtOY9bq9WYLsZiBOQjbtlSHJXqZmcrIiIiIvcNhTSRB1R8fDydOnUiPDwcb29vlixZwnPPPZfpmK1bLbRv701MjIl69Y6yfPlCfHxSbqoxL/sV25thmJIcOJ5+iLiF6zAK+WdjJyIiIiL3Fz0YIvIAunbtGs2bNyc8PJwCBQoQGhp624C2bJmN5s1TA1rz5vtZs+aTmwOaw4n1v9/i1nk9piQHyZ3qERuyUwFNRERE5C5pJU3kARMZGUnz5s355ZdfKF68OKtXr6ZcuXIZ1hsGTJrkzujRqe9J69t3M6NHf4X5f/+KJyYJW6d1WDYcw7CYSBrfk6Quo7j1TdYiIiIicjsKaSIPkJMnT9K0aVNOnDhBmTJlWL16NQEBARnWJydDv36efPqpGyaTweTJK3nzzX031ZiOXcXWYhXm36MxCrgTv3AqKfVaZ3crIiIiIvcthTSRB8TBgwdp1qwZFy9e5PHHH2flypUULlw4w/obN6BTJy+++caGp2cKixZ9css70MzfnsL26hpMVxNxli9E3LIQnA9Vye5WRERERO5rCmkiD4Ddu3fTqlUrrl27Rt26dVm2bBk+Pj4Z1l+8aKJVK29++slCoULxrFo1hxo1Iv8sMAwsc37E2v8bTA4Dx4sViZ27HnwKuqAbERERkfubNg4Ruc9t2rSJJk2acO3aNV566SVWrVqVaUD7/Xcz//pXHn76yUKZMtF8++1HNwc0uwPrW19he+drTA4D+7uNiV2yTQFNREREJItoJU3kPhYSEkKPHj1ITk6mbdu2TJs2Das142/77dsttGuXuoNjzZqnWLlyPoUK2f8siIzDrd0azBFnMdwtJE4fgr1lfxd0IiIiIvLg0EqayH1qwYIFdOnSheTkZHr27MmMGTMyDWgrVvy5xX6jRj8RFjbnpoBm2nMe9zoLUwNaUW/iwpYpoImIiIhkA4U0kfuMYRhMmjSJd999F8MwGDZsGKNHj8ZsTv/b3TAgKMidbt28sNtN9Oy5laVLl+Lp6UyrsSz6Cbd/LcV0PhZH7VLc+DYCR7V/u6olERERkQeKbncUuY84nU7++9//MnPmTEwmE5MnT6Zz584Z1qekwKBBHsyf7w7A+PGreeutXX8W2B1YB27COudHAJK71id+zFJw88jWPkREREQeZAppIveJlJQU+vTpw7Jly7DZbMyZM4dmzZplWB8XB507exEebsPd3cH8+Z/SvPmhPwsuxuLWbi3mHWcx3CwkTelL0mvDXNCJiIiIyINNIU3kPpCYmEinTp0ICwvDy8uLxYsX06BBgwzro6JMtG7txY8/WilYMIHly+dSt+6FtPOm3edxa7Ma04VYjGJ5iP9sPinV/+OKVkREREQeeAppIrlcTEwMbdu2JSIigvz587N8+XJq1KiRYf2vv5pp08abM2fMlC59lbVrZ/HoozFp5y0LD2B9+2tMdgeOOqWJ+2Qthl8pV7QiIiIiIiikieRqly5dokWLFhw4cICiRYsSEhJCxYoVM6zfuNFK165exMaaqF79DKtWBePnl5R60u7A2v8brPP2A5DcrQHxo5fo+TMRERERF1NIE8mlTp8+TbNmzTh69CgPPfQQq1evpnTp0unWGgZMn+7G8OEeGIaJli1/YM6clX/u4HghFrdX12D+/hyGm4XEoHextxvqumZEREREJI1CmkgutH//ftq2bcuFCxd47LHHWLVqFX5+funW2u3w7ruefPaZGwDDh3/J4MHbMJlMAJh2ncOt7ZrU58+K5yHuswXaXl9ERETkHlJIE8llNm3axMiRI0lISKB27dosW7aM/Pnzp1sbHW2ifXsvduyw4umZwrx5i/9/B8fUgGZZsB9r368xJTtx1H2IuE9CMYqUdGE3IiIiIvJXCmkiuYRhGEyePJlRo0YB8OqrrxIUFIS7u3u69b//bqZ1a29OnTJTrNgNVqyYS/Xql1JPJqVg7b8Ja/D/P3/W4wXiRy0Bm5tLehERERGRjCmkieQCiYmJvPXWWyxfvhyTycTIkSPp06dP2i2Lf/X111a6dPEiJsZEtWrnWL48mBIlElJPnonB7bW1mHefx3C3kPhRf+xth7iwGxERERHJjEKaSA4XFRXFa6+9xu7du/H29mbkyJF07do13VrDgFmz3Pjvfz1wOk00a7afefNW4OXlAMD89XFsndZjik7AKJGXuMULcFR7wZXtiIiIiMhtKKSJ5GC//PILbdq04ezZs/j7+7Ns2TI8PNLfEt9uhwEDPFm0KPWWxaFDw3jvva2YzYDDiXXsDixjIjAZ4GhQjri5qzF8i7uwGxERERG5EwppIjlUWFgY3bp1IzY2lieffJIlS5bg5+fHkSNHbqm9csVEhw5efPedFXf3FObO/YxWrX5PPXkpHlvndVi+OYlhgqShbUh8dzpY9O0vIiIikhPpT2kiOYxhGEyfPp3hw4djGAYtWrRg+vTpGa6gHT5spnVrL06csODnF8uKFXN56qkoAEw7z+L22lpM52MxCnkSP28KKc+3dWU7IiIiInKXFNJEchC73U6/fv1YvHgxAO+99x4DBgzIcIOQzZutdOyYukFI1arnWbFiHv7+CWAYWKbvxfret5hSnDhqBhC3IASjRFlXtiMiIiIif4NCmkgOceXKFdq3b09ERASenp7MmjWLJk2apFtrGDBnjhtDh3rgcJho3Pgn5s//Am9vB8QkYXsjDMvqQwAk936J+BGLtL2+iIiISC6hkCaSAxw+fJjWrVtz4sQJihYtyrJly3jiiSfSrY2LM9O1qyerVqWGrkGDwhk+fAtmM5h+jsL26hrMR69i5HUjceb72AN7urIVEREREfmHFNJE7rHNmzfTsWNHYmJiqFKlCsuWLaNEiRLp1h48aOb11ytw6pQb3t7JzJy5JG2DEMvin7G+9RWmxBSclf2IW/gFzjJVXdmKiIiIiGQB872+AJEHlWEYzJkzh5YtWxITE0NgYCBhYWEZBrSlS200aJCHU6c8qVQpkoiISakBLSEZa88wbN03YEpMIfm1utwI36uAJiIiIpJLaSVN5B44deoUb7/9Nt9++y0A/fr1Y+jQoZjNt/69SUICDBzoyeLFqbc3tmq1nVmzNuLl5cB0/Grq7Y0HojA8LCROfhd7u6GubEVEREREsphCmogLOZ1OgoODGTlyJHFxcRQsWJDJkyfTtGnTdOuPHTPz+ute/PKLBQ+PFIKClhMY+C1eXgUxrz2MrccGTNeTcD5cgPhFi3BUftbFHYmIiIhIVlNIE3GRo0eP0qdPH3bu3AlA06ZNmTBhAoULF063fu1aK717e3HjhokyZaJZunQ+Vapc4eqZZKzDwrB+8hMAKY0eJ25aCOTzdVkvIiIiIpJ9FNJEsllKSgozZ85kzJgxJCYmUqRIESZPnkxgYGC69XY7jBjhwaxZ7gA0aXKA2bNXki9fMqbvz1G4UyjWkzEY7haS3u9C0hvjIYP3qImIiIhI7qOQJpKNfv31V3r37s2PP/4IQNu2bRkzZgwFChRIt/7sWROdOnmxZ48Vq9XJ2LGr6dVrD6YUB9YPd2AZtxOT00jdvXHOIpwVa7myHRERERFxAYU0kWxgt9sJCgpi0qRJJCcn4+/vT1BQEC+88EKGY775xkr37p5cuWLG3/86n302n5o1ozAduYKt03rM+y5gmOBKl+exjFkK7p4u7EhEREREXEUhTSSL7d+/n549e3Lw4EEAOnfuzPvvv4+Pj0+69Q4HjB3rzuTJ7hiGiX//+3fmz19KId8kLMEHsA7ajCk+GcPfh/jZH3HcrzKPKKCJiIiI3LcU0kSySGJiIuPGjWPatGk4HA5Kly7NtGnTeOaZZzIcExVlomtXL7Zts2I2G4wYsZ4BA77DfCkOW4swLBuOAZDSuiZx45dA/kJw5IirWhIRERGRe0AhTSQLfP/99/Tp04cjR45gMpno2bMnQ4cOxdvbO8Mx33xjpVcvTyIjzRQpEsenny6gXr1zmNcfwdZzI6ZL8Rj53UkMGoq96Vsu7EZERERE7iWFNJF/ID4+ng8++IA5c+ZgGAblypVj2rRp1KhRI8MxCQkwfLgH8+al7t74zDPHWLRoMcXyxmDttRnrggMAOOqVJW7m5xglyrqkFxERERHJGRTSRP6m/fv30717dw4fPozFYqFv374MGDAADw+PDMccOGCme3cvDh2yYLM5GD78S955ZwfWveewdfkS87GrqVvrj+hM0hvjwGxxYUciIiIikhMopIncJYfDQVBQEOPGjSMlJYVy5coxZ84cqlatmskYmDbNjdGjPUhONlG+/CUWLFjEE5WjsI7dgWXcDkwOA+djfsTNWYizUm0XdiQiIiIiOYlCmshdOHnyJD169GDXrl0A9OjRg/fffx9Pz4x3Wzx92sQbb3ixY0fqt9sbb2xjzJiNeJ2IxPZ8GOa9qVvr299+hYT35mlrfREREZEHnEKayB0wDIMlS5YwePBgYmNjKVq0KDNnzqR+/fqZjIHly20MGOBJTIwJP79Y5sz5jP/UP4Zlyi6sY3ZgsjswSuQlfvZHpDzT3IUdiYiIiEhOpZAmchvR0dG8/fbbrF+/HoDGjRsTFBREwYIFMxxz7Rq8+64nISFuAAQG/szMmSsofO4Mtmc2YD4QBUByx2eJH/kJ5PPN/kZEREREJFdQSBPJxNdff03v3r2JjIwkb968TJgwgTZt2mAymTIcs3WrhZ49vTh3zoy3dzKTJ6+gQ+sfsI3bgWXyLkwpTpyl8pEwdSIp9Vq5sBsRERERyQ0U0kTSER8fz/DhwwkODgagdu3azJ49m1KlSmU4JikJPvzQg+nTU7fWr1HjNJ988illLh/GVmcD5t+iMUyQ/Oa/iR86D/Lkc0kvIiIiIpK7KKSJ/MWPP/5I9+7dOXLkCDabjaFDh9KnTx8sloy3w//1VzPdunlx8KAFi8XJe+9tZGDvzXiM2YZl2l5MTgPnIwVJmDaVlFqvuLAbEREREcltFNJE/l9KSgpBQUGMHz8+bWv9uXPn8vjjj2c4xumEWbPcGDnSA7vdRJky0SxY8Ck17Xux1QlLfe+Z2YT9nUYkDJwFnt4u7EhEREREciOFNBHgxIkT9OjRg927dwN3trX+8eNmevXyZOfO1G+jzp13Mv6/q8k//husc34EwFmpCPHTZuGo1iD7mxARERGR+4JCmjzQHA4Hc+fOZdSoUcTFxVGsWDFmzpzJ888/n+EYpxNmz3bjww89SEgwUaRILDNnLiPQ/Rts9TZiOhODYTWTPKAFCe9MBTcPF3YkIiIiIrmdQpo8sPbv38/bb7/NgQMHAGjSpAlBQUEUKFAgwzHHjpnp3fvP1bO2bfcyadgKiowPw7roZwCcVYsTN20ezsp1s78JEREREbnvKKTJA+fGjRuMHj2auXPn4nQ68ff3Z8KECbz88ssZjvnr6pmfXywzpi8lMH49tvpbMF2MxXC3YB/SjsTek8Fqc2FHIiIiInI/UUiTB8r69esZOHAg58+fx2w206tXL4YMGUKePHkyHJPe6tnkHoso8v46LN+eAsBRM4D4qQtwlnvSJX2IiIiIyP1LIU0eCGfOnGHgwIGEhYUBUK1aNYKCgjLdudHh+HP1LDExdfVs+qTFNNm/CMsLezAlOzF8PUl6vxdJ7YaAOeMt+kVERERE7pRCmtzXUlJSmD17NmPHjiUuLo68efMybNgwunTpkul7z44eTV09+/771G+Rdu32MKneR/gNWYfp7I3Ul1J3eo6EYbMxChZ1VTsiIiIi8gBQSJP71g8//MDbb7/Nzz+nbujRqFEjxo0bR/HixTMc89fVs6JFY5kxdC6NQ6dj6X4CAOcTxYmfPBVHtX+5pA8RERERebAopMl9JyYmhg8//JDg4GAMw8Df359Jkybx4osvZjru6NHU957t2vX/q2etdxFUbBiF+m3GZHdg5HcnaXgPkl4fDhZ964iIiIhI9tCfNOW+YRgGoaGhDB48mAsXLmCxWOjZsyeDBw/G29s7w3EpKamrZ6NGpa6eFSt2gxmvT6HxsiDMp64DkNy+Lgkj5mIUKuGqdkRERETkAaWQJveFY8eO8d577xEeHg7Ak08+SVBQEKRXk5wAACAASURBVJUrV8503JYtVt57z4Pffkt9Pu21Jt8RFNeHQuP2A+CsXJSESVNIqZnx9vwiIiIiIllJIU1ytcjISCZMmMDChQtxOBz4+PgwfPhwOnXqlOnGIMeOmRk61IONG1PfZ/ZQ6SsE1RpFozXTMCWmYPi4kTS0C0ldPtA7z0RERETEpRTSJFe6ceMGU6dOZcaMGcTHx2M2m2nfvj1Dhw6laNGMd1u8fh0mTvRgzhw3kpNN5MljZ0jDT3ln91A8P48CIKVNLeJHzsXwC3BVOyIiIiIiaRTSJFex2+188sknTJw4kcuXLwPw0ksvMWLECMqXL5/hOIcDFi+2MWqUB5cvmzGZDDo2+IbRF/pS/ItfAXBWLELCpEmk1Gnkkl5ERERERNKjkCa5gtPpZPXq1Xz44YecPHkSgJo1a/L+++9Tu3btTMdu325hyBBPfvkl9fbHOo8d4mPzWzy56SsAjOJ5SRrcg6S2A8Hmlq19iIiIiIjcjkKa5Hhbt25lxIgR7N+fupnHo48+yvDhw2nYsCEmkynDcSdPmhg+3JPQ0NRnykoWvcIEv2G0PjATE2D4epLUrz1Jnd8HDy8XdCIiIiIicnsKaZJjHThwgJEjR7J582YAihYtypAhQ2jXrh1Wa8ZT98YNCApyZ8YMd5KSTHh52Bn48EwGHhyC58VEjDw27H2akfDmOPAp4Kp2RERERETuiEKa5DgnT55kzJgxLF++HAAfHx/efvtt3nzzTby8Ml7xcjph2TIbH3zgQWSkGYBXy6xj/Ik38T94DsPdQnK3l0noOwmjUHGX9CIiIiIicrcU0iTHuHz5MpMnT2b+/PnY7Xbc3Nzo2rUr/fr1w9fXN8NxhgGbN1sZNcqdH39MndI1/H7hoys9qH1sB4bFRHLHZ0noPwXDv6yr2hERERER+VsU0uSeu379OtOnT2fWrFnExsZiMplo1aoVQ4cOpVSpUhmOMwz46isrEya4s29f6lQunucy41L60y7yU8wYpDSvTsLgKTgfedxV7YiIiIiI/CMKaXLPxMXFMXfuXD7++GOuXbsGwAsvvMCwYcOoUqVKhuMMAzZssDJhggcHDqTu2FjY6xr9mEjv2I/wJh7HCxW4MXQCzqrPuKQXEREREZGsopAmLpeUlMTChQuZPHkyUVGpL5CuU6cOw4cPp1atWhmOczph/frUcPbHdvp+XtEMSBnHG/EzU8NZrVLEDR9NSp1XXNKLiIiIiEhWU0gTl0lJSWHZsmWMHz+es2fPAvDEE08wbNgwnn/++Qy303c4IDTUxsSJ7hw8mBrOintGMTBpNN3j5+JJIo765Yh7ewgpzzaGTLblFxERERHJ6RTSJNs5nU7WrFnDmDFjOHr0KAAVKlRg6NChmb7rzOGAkBAbkya5c+hQajjz97zI4IQP6JKwAHdTEo7m1bnR533d1igiIiIi9w2FNMk2hmEQHh7OqFGj+OWXXwB46KGHGDJkCM2bN8disaQ7LiUFVq5MDWdHj6bWBLif472kD+iYsBA3Nwcp7Z4ltveHOMs85rJ+RERERERcQSFNssXWrVsZNWoUe/bsAaBEiRIMHDiQV199FZvNlu6YpCRYscLG5MnunDiRGs4ecjvFUPsHtE9ajC2vieQuL3HjjVEYRUu6rBcREREREVdSSJMsYxgG27ZtY8qUKWzduhWAQoUK8e6779K5c2c8PDzSHXfqlIlFi9z49FM3Ll9OfQl1Wdsx/pv8Aa/al2It4o69ZztiOg6H/AVd1o+IiIiIyL2gkCb/WExMDJ9//jnBwcEcPnwYAB8fH9566y3eeOMN8uTJc8sYhwO++cbKggVufPWVFcNIfS6tsvUXBqaMo03y55gf8sH+1lvEt+kPnl4u7UlERERE5F5RSJO/7dChQwQHB7Ns2TJiY2MBKFasGJ06daJ79+7kz5//ljGXLplYvNiNhQvdOH06ddXMzWSnFV/wJrOonbITo0oxEt/+gOTG3cGa/q2RIiIiIiL3K4U0uSspKSmEhYUxb948tm3blna8bt26dO/enZdffvmWZ84MA3butDB/vhuhoTaSk1NXzR4yn+AN5yw6GZ9QyP0qjiZPEd9+CSl1X9Y2+iIiIiLywFJIkzty6dIlPv30Uz755JO0d5x5eXnRpk0bunTpQqVKlW4ZExMDX3zhxoIFbvz2W+pGIGYcNGI9bzKLfzu/gsp+2Du0I6blW5Df16U9iYiIiIjkRAppkiHDMNi3bx9z585lzZo12O12AMqUKUPXrl1p27Zturc0/vSTmQUL3Fixwo24uNQVMT/TRboawXRnLiXzRJLSsi7x7UNxPPG0Vs1ERERERP6HQprcIj4+njVr1jBv3jx+/PFHAEwmEy+++CLdu3fnueeew2w23zTm0CEza9faWLvWxq+//vn+s+fYwpvMoomxBkvN4thff52YRj0gT16X9iQiIiIiklsopAmQGsy+/vpr1qxZw1dffUVcXBwABQoUoH379nTu3JnSpUun1RsG/PabmTVrbISG2vj99z+DWT6u0YFPeYPZVPA9SUrb+iS2C8dZoZqr2xIRERERyXUU0h5g/xvMwsPDiY+PTztXvXp1OnXqRPPmzfH09ARSg9nPP5sJDU1dMTty5M9gVoArNGENLVhJAzZhfb40Se27ENPwdXBP//1oIiIiIiJyK4W0B8ztglmTJk1o1KgRpUqVAlKD2Y8/Wli71sratTZOnPgzmPlymaaspgUred76LZZ6D5P88iskvTiexBIBLu9NREREROR+oJD2APgjmK1evZqvvvrqtsHM6YS9ey3//4yZldOn/wxmhYmiGSG0ZAXP5v0e038ew/5SCxL+NRfy3bqJiIiIiIiI3B2FtPtUbGwsmzZtyjSYNW7cmICAAJxOOHjQzOzZViIirER8Z+bK1T+DWVEu0JxVtGAlTxc7gPHKU9hfep34pz8HN7d70Z6IiIiIyH1LIe0+kZyczL59+/j222/ZunUre/bsISUlJe38k08+SePGjWncuDH+/gH8+quZL7+0EhFhIWKbiasxN7+A2p8zNCOEFqykVsXjOBs+Q/LLg4irWltb5ouIiIiIZCOFtFzKMAwOHjzIt99+y7Zt24iIiCA2NjbtvNlspkaNGgQGBhIY2JiYmNJ8952Vwf1h5w4LV2NvXgHz5wzP8S3P8S313L+jdA2DlJf+g/3lKcSXftTV7YmIiIiIPLAU0nKR06dPs3XrVrZu3cq2bduIioq66Xy5cuV49tlnqV79P/j61uXw4XxEfG1nylh3rsbfvMNiSU6nhbJni+6jVB0PHDWfIblma5yVxhNnu3llTUREREREXOOehLTg4GCmTp1KZGQk5cuXZ+zYsdSpUyfD+l9//ZUBAwbwww8/UKBAATp27MjAgQMx3ce33TmdTi5cuMDevXvTbmE8fvz4/1RYKFKkLuXKNcavYG2IK8nZ016s+sybefO8/qcudfv8AE6lrpKZt/Fsxd8p+UxBHDX+RcpT72D4BxCPiIiIiIjkBC4PaSEhIQwePJjJkydTq1YtgoODadmyJd9//z0lS5a8pT4mJoamTZtSp04dNm/ezJEjR+jVqxdeXl706dPH1ZefpZKTkzlz5gwnTpzg+PHjaf88efIkJ06cICkpCfAByuFJXUra3sDHqzpxjjKciytOVJSNvyymAZCXGMrzO5X4lWe9d/Dsk2fwf64UyU+9gKPaKPDyItHVzYqIiIiIyB1xeUibMWMGr776Kq+//joAEydOZNOmTSxYsIARI0bcUr9ixQoSEhKYNWsWnp6eVKxYkcOHDzNz5kx69+6d41fT7Il2DoT/xvdfHOTMsctEnr3B5chErl9xEhtrwcAHJ/lwUpwUKmAnH0nkx5t8mMlHAj4AJABnkoHrf352AKcoz++UMx2inO8pygVEU7a8A7+KfjgfroDz0cdxlmkKJpNCmYiIiIhILuHSkGa329m/f/8tK2D169dn165d6Y7ZvXs3tWvXxtPTM+1YgwYNGD16NKdOnaJ06dLZecn/2OmDZ+n63/Z/e7wHCTzKYcpbDlGu4CkeLXmJRx918nAVHzwrPIrjofIY/k+C9c//lfasuHAREREREbknXBrSoqOjcTgcFC5c+KbjhQsXvmUTjD9ERUVRvHjxW+r/OJdRSDty5Mg/v+AskGJLpjhnyGOKIY8lBh9rDPnc4sjnGU+BPIn4eCaR19tOHi8HebwNvLwNvH1M5MlnwiufBc8intgDSpPs+xCYHk773JN//EtyCpw4cS9ak3sop8xvuT9oPklW0nySrKT5JFkpJ82nRx55JNPz92TjkL/eomgYRqa3LaZXn97x/3W7xl1p7Z4jOep6JHc7ckTzSbKO5pNkJc0nyUqaT5KVctt8Mrvyi/n6+mKxWG5ZNbt8+fItq2t/KFKkSLr1QIZjREREREREciuXhjQ3NzeqVq3Kli1bbjq+ZcsWatasme6YGjVqsHPnThITE2+qL1asGKVKlcrW6xUREREREXE1l4Y0gF69erF06VI+/fRTDh06xKBBg7h48SKdOnUCYOTIkTRq1CitvkWLFnh6etKzZ08OHjxIaGgoH330ET179szxOzuKiIiIiIjcLZc/k9asWTOuXLnCxIkTiYyMpEKFCixfvpyAgAAALl68yIn/2QgjX758rF69mv79+/P888+TP39+evXqRe/evV196SIiIiIiItnunmwc0rVrV7p27ZruuVmzZt1yrFKlSoSFhWX3ZYmIiIiIiNxzLr/dUURERERERDKmkCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA6ikCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA6ikCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA6ikCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA6ikCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA5iunbtmnGvL0JERERERERSaSVNREREREQkB1FIExERERERyUEU0kRERERERHIQhTQREREREZEcRCFNREREREQkB1FIy0bBwcFUqVIFPz8/6tWrx44dO+71JUkONGXKFJ5//nlKlixJmTJlaN26NQcPHrypxjAMxo4dS/ny5SlatCgNGzbkt99+u6kmKSmJAQMG8PDDD1O8eHHatGnDuXPnXNmK5DCTJ08mf/78DBgwIO2Y5pLcrYsXL/LGG29QpkwZ/Pz8qFmzJt99913aec0puVMOh4NRo0al/dmoSpUqjBo1ipSUlLQazSfJSEREBG3atKFChQrkz5+fJUuW3HQ+q+bOtWvX6N69OwEBAQQEBNC9e3euXbuW7f39lUJaNgkJCWHw4MH069ePbdu2UaNGDVq2bMmZM2fu9aVJDvPdd9/RpUsXwsPDCQ0NxWq10qRJE65evZpW8/HHHzNjxgzGjx/P5s2bKVy4ME2bNuXGjRtpNUOGDGHdunXMnz+fDRs2cOPGDVq3bo3D4bgXbck9tmfPHhYtWkSlSpVuOq65JHfj2rVr/Oc//8EwDJYvX86uXbuYMGEChQsXTqvRnJI79dFHHxEcHMz48ePZvXs348aNY968eUyZMiWtRvNJMhIXF0fFihUZN24cnp6et5zPqrnTtWtXfvrpJ1asWMHKlSv56aef6NGjh0t6/F96T1o2adCgAZUqVWLq1Klpx6pVq0bjxo0ZMWLEPbwyyeliY2MJCAhgyZIlvPTSSxiGQfny5enWrRv9+/cHICEhgUceeYQPP/yQTp06cf36dcqWLcuMGTNo1aoVAGfPnqVy5cqsXLmSBg0a3MuWxMWuX79OvXr1+Pjjj5kwYQIVK1Zk4sSJmkty1z744AMiIiIIDw9P97zmlNyN1q1bU6BAAWbPnp127I033uDq1at88cUXmk9yx0qUKMGECRNo164dkHU/iw4dOkTNmjXZuHEjtWrVAmDnzp289NJL7Nmzh0ceecRlPWolLRvY7Xb2799P/fr1bzpev359du3adY+uSnKL2NhYnE4n+fPnB+DUqVNERkbeNJ88PT2pU6dO2nzav38/ycnJN9X4+/tTrlw5zbkHUN++fWncuDH16tW76bjmktytL7/8kurVq9OpUyfKli3L008/zdy5czGM1L/f1ZySu1GrVi2+++47Dh8+DMDvv//O9u3beeGFFwDNJ/n7smru7N69mzx58lCzZs20mlq1auHt7e3y+WV16Vd7QERHR+NwOG66HQSgcOHCREVF3aOrktxi8ODBVK5cmRo1agAQGRkJkO58unDhAgBRUVFYLBZ8fX1vqdGce7AsWrSI48ePM2fOnFvOaS7J3Tp58iTz58+nZ8+e9O3bl59//plBgwYB0L17d80puSt9+/YlNjaWmjVrYrFYSElJoX///nTt2hXQzyj5+7Jq7kRFReHr64vJZEo7bzKZKFSokMvnl0JaNvrf/8GQuhT712Mi/+u9997j+++/Z+PGjVgslpvO/Z35pDn3YDly5AgffPABYWFhuLm5ZVinuSR3yul08sQTT6Tdpv/4449z/PhxgoOD6d69e1qd5pTciZCQED7//HOCg4MpX748P//8M4MHDyYgIIAOHTqk1Wk+yd+VFXMnvfp7Mb90u2M28PX1xWKx3JK4L1++fEvCF/nDkCFDWLVqFaGhoZQuXTrtuJ+fH0Cm86lIkSI4HA6io6MzrJH73+7du4mOjqZ27dr4+vri6+tLREQEwcHB+Pr6UrBgQUBzSe6cn58f5cqVu+nYo48+ytmzZ9POg+aU3Jnhw4fTu3dvmjdvTqVKlWjTpg29evUiKCgI0HySvy+r5k6RIkW4fPly2i3dkBrQoqOjXT6/FNKygZubG1WrVmXLli03Hd+yZctN97iK/GHQoEGsXLmS0NBQHn300ZvOlSpVCj8/v5vmU2JiIjt37kybT1WrVsVms91Uc+7cubQHYOXB0LBhQ3bs2MH27dvTfj3xxBM0b96c7du3U7ZsWc0luSu1atXi6NGjNx07evQoJUuWBPTzSe5OfHz8LXeJWCwWnE4noPkkf19WzZ0aNWoQGxvL7t2702p2795NXFycy+eXZfDgwe+79Cs+IPLmzcvYsWMpWrQoHh4eTJw4kR07djB9+nTy5ct3ry9PcpD+/fvz+eefs3DhQvz9/YmLiyMuLg5IDfwmkwmHw0FQUBBly5bF4XAwdOhQIiMj+eijj3B3d8fDw4OLFy8yb948HnvsMa5fv84777yDj48PI0eOxGzW38c8CDw8PChcuPBNv1asWEFAQADt2rXTXJK75u/vz/jx4zGbzRQtWpStW7cyatQo3nnnHapXr645JXfl0KFDfPHFF5QtWxabzcb27dv58MMPadasGQ0aNNB8kkzFxsby+++/ExkZyeLFi6lYsSI+Pj7Y7Xby5cuXJXOnUKFC7N27l5UrV1KlShXOnTvHO++8Q7Vq1Vy+Db+24M9GwcHBfPzxx0RGRlKhQgXGjBlD3bp17/VlSQ7zxy6OfzVo0CCGDBkCpC61jxs3joULF3Lt2jWqV6/OpEmTqFixYlp9YmIiw4YNY+XKlSQmJvLss88yefJk/P39XdKH5EwNGzZM24IfNJfk7oWHh/PBBx9w9OhR/P396datGz169Eh7PkNzSu7UjRs3GD16NOvXr+fy5cv4+fnRvHlzBg4ciIeHB6D5JBnbvn07gYGBtxxv27Yts2bNyrK5c/XqVQYNGkRYWBgAL730EhMmTMjwz2vZRSFNREREREQkB9GasIiIiIiISA6ikCYiIiIiIpKDKKSJiIiIiIjkIAppIiIiIiIiOYhCmoiIiIiISA6ikCYiIiIiIpKDKKSJiEiONnbsWPLnz5/269FHH6V169b88ssvWfY1Hn74YcaOHZv2+4YNG9KhQ4ebruHhhx++o89q3bo148aN+8fXdP78eUqUKMHJkyf/8WeJiEjuYr3XFyAiInI7Pj4+rFq1CoDTp08zZswYmjZtyu7duylQoECWf73Jkydjs9nSft+hQwdeeuml247bu3cv3333HbNnz/7H11C8eHGaNm3K+PHjmTVr1j/+PBERyT20kiYiIjme1Wrlqaee4qmnnqJ58+bMnj2bS5cu8c0332TL1ytfvjxlypRJ+32JEiWoWrXqbcfNmTOHl19+OcuCY7t27Vi1ahVXrlzJks8TEZHcQSFNRERyncceewyAc+fOpR3bvXs3bdq0oXz58hQvXpynn36a5cuX3zI2IiKCunXr4ufnR7169di1a9ctNX/ndscbN26wfv16GjVqlO5nffbZZ1SpUoUSJUrQvXt3kpKS2LdvH/Xr16dEiRI0bNiQM2fO3DS2Vq1aFChQIG0VUUREHgy63VFERHKds2fPAlCqVKm0Y2fOnKFWrVp07twZd3d3du3aRa9evTCbzbRo0QKACxcu0LJlS6pVq8aiRYu4ePEi3bp1IyEh4R9f0+7du0lISKBmzZq3nNu7dy/R0dFMmDCB/2PvvuNzuv//jz+uJDLEiG9IgtixKVor9mj1IyG1FaWtEbVXW1QrKFVUbUFt2hIzae0RmgRFjaiqvWqUIomV5bp+f+SXq9IEQciVeN5vt9w+zTnnOu/XOdeJz/W83u/zPn/99RefffYZDg4O7N+/n379+pE1a1aGDBlC//79kwQyg8FA5cqV2bFjB926dXvuGkVEJGNQSBMRkQwhPj4eSAhjn3zyCeXLl8fLy8u8vmXLlub/NplM1KxZk8uXL7No0SJzSPP398fOzo6AgACyZs0KQNasWfH19X3u+g4dOoSzszMuLi7J1t25c4cffviBnDlzAhAaGsqiRYtYt24dNWvWBODq1at8/PHH3Lt3z1wbJPQaLl68+LnrExGRjEMhTURELN7NmzfJnTu3+ff/+7//Y/v27djZ2ZmXRURE8NVXX7F+/XquXLnCgwcPgIQJOBL99ttv1K9fP0kIatq0aZrU+Pfff+Ps7JziukqVKpkDGiTMJmlra4unp2eSZZAQ1h4eWuns7Mz169cxmUwYDIY0qVVERCyb7kkTERGLlyNHDoKDg9m6dSuTJ08mLi6Obt26YTQazdv06NGDNWvW0LdvX1avXk1wcDDvvfce0dHR5m2uXbuWJOwBODg4kC1btueuMSYmBltb2xTXPRzQALJkyUK2bNmwsrJKsgxIUi+AnZ0d8fHx5p5EERHJ/NSTJiIiFs/GxoZKlSoBULlyZezt7fnoo49Yu3YtLVq0IDo6ms2bNzNhwgQ6d+5sft3DIQ7AxcWFf/75J8my+/fvc+fOneeuMVeuXERGRj73fv4rMjKSbNmyJXkkgIiIZG7qSRMRkQynbdu2lC5dmsmTJwMJvVgPHjxI0pN1+/ZtNmzYkOR1r7/+OsHBwdy7d8+87KeffkqTmjw8PLh69SoxMTFpsr9EFy5cSPI4ABERyfwU0kREJMMxGAwMHDiQ8PBwdu7cSc6cOXn99dcZP348gYGB/PTTTzRr1owcOXIkeV2PHj2Ijo6mbdu2bNy4kYULFzJ69GgcHByeu6bq1asTFxfHH3/88dz7etjBgwdTnDFSREQyL4U0ERHJkFq0aEGxYsWYMmUKAHPnzqVQoUL06NGDoUOH4uPjw7vvvpvkNfny5SMgIIAbN27QqVMn5s6dy5w5c9IkpHl4eFCmTBm2bNny3PtKdOPGDQ4dOpTs2WsiIpK5GSIiIkzpXYSIiEhmMGPGDJYuXcru3bvTZH8LFixg2rRp/Pbbb5rZUUTkFaKeNBERkTTywQcf8M8//7Bjx47n3pfJZGLWrFkMGjRIAU1E5BWjkCYiIpJGHB0d8ff35+7du8+9r7///pvWrVsnG7IpIiKZn4Y7ioiIiIiIWBD1pImIiIiIiFgQhTQRERERERELopAmIiIiIiJiQRTSRERERERELIhCmoiIiIiIiAVRSBMREREREbEgCmkiIiIiIiIWRCFNRERERETEgiikiYiIiIiIWBCFNBEREREREQuikCYiIiIiImJBFNJEREREREQsiEKaiIiIiIiIBVFIExERERERsSAKaSIiIiIiIhZEIU1ERERERMSCKKSJiIiIiIhYEIU0ERERERERC6KQJiIiIiIiYkEU0kRERERERCyIQpqIiIiIiIgFUUgTERERERGxIAppIiIiIiIiFkQhTURERERExIIopImIiIiIiFgQhTQRERERERELopAmIiIiIiJiQRTSRERERERELIhCmoiIiIiIiAVRSBMREREREbEgCmkiIiIiIiIWRCFNRERERETEgiikiYiIiIiIWBCFNBEREREREQuikCYiIiIiImJBFNJEREREREQsiEKaiIiIiIiIBVFIExERERERsSAKaSIiIiIiIhZEIU1ERERERMSCKKSJiIiIiIhYEIU0ERERERERC6KQJiIiIiIiYkEU0kRERERERCyIQpqIiIiIiIgFUUgTERERERGxIAppIiIiIiIiFkQhTURERERExIIopImIiIiIiFgQhTQRERERERELopAmIiIiIiJiQRTSRERERERELIhCmoiIiIiIiAVRSBMREREREbEgCmkiIiIiIiIWRCFNRERERETEgiikiYiIiIiIWBCFNBEREREREQuikCYiIiIiImJBFNJEREREREQsiEKaiIiIiIiIBVFIExERERERsSAKaSIiIiIiIhZEIU1ERERERMSCKKSJiIiIiIhYEIU0ERERERERC6KQJiIiIiIiYkEU0kRERERERCyIQpqIiIiIiIgFUUgTEbEg5cuXp3z58uldRprq0aMHTk5OnD9/PtWvCQkJwcnJibFjx77Ayl5t3t7eODk5pXcZr6yxY8fi5ORESEhIepciIhZIIU1EXgonJ6dHfiA8c+YMFStWxMnJiVGjRj1xX4kfbh71Y8khRx+ME5w/fx4nJyd6WRW/9AAAIABJREFU9OjxUtp73PX3IugDeIKbN28yfvx4GjVqRNGiRcmdOzdFihShcePGTJw4kWvXrqV3iS/M999/j5OTE99//316lyIiGZBNehcgIq+2Q4cO0bp1a27cuMH48ePx9fVN9Wtr1qxJrVq1ki3PmTNnWpb4UgUFBaV3CWnOz8+PAQMGkC9fvvQuRR4ya9Ys7t+//8L2v3HjRnx9fYmKiqJo0aI0adKEPHnyEBUVxf79+xk9ejTffvstBw4cwNXV9YXVYal8fX1p2bIl7u7u6V2KiFgghTQRSTc7duzgvffeIzY2lvnz59OsWbOnen2tWrUYOnToC6oufRQpUiS9S0hzbm5uuLm5pXcZ8h8FChR4YfsODQ2lY8eOWFtbM2PGDNq3b4/BYEiyzdGjRxkyZAjR0dEvrA5L5uzsjLOzc3qXISIWSsMdRSRdrFq1ijZt2mBlZcXKlSufOqClxpOGGzk5OeHt7Z1k2cPD1AIDA2nQoAF58+alcOHCdO7cmcuXL6e4r1u3bvHll1/i6elJ3rx5KViwIDVr1mTEiBHcvXvXPLwvLCzM3Hbiz8M1POqetJiYGCZNmkSNGjXImzcvBQoUoHHjxqxZsybZtg8PJTx//jydO3emaNGiuLq6Uq9ePTZu3Jjqc1iqVCnKlCmTbHm5cuVwcnJi/PjxSZZv3rwZJycnxowZY17233vSxo4dS4UKFQD48ccfk5yLlN6r8PBw2rRpQ8GCBcmbNy9eXl78+uuvqT6Gx1m/fj0+Pj6ULFkSFxcXSpUqhZeXF3Pnzk227enTp+nevTulS5cmT548lCpViu7du3P69Okk25UvX55x48YB0LRp0yTH999zcu7cOWbPnk2NGjVwc3NLci2ktj1Iet3+8MMP1K5dGzc3Nzw8POjVqxd///13stc8bujt9u3badu2LR4eHri4uFC2bFnatWvHjh07nnhOjUYjAwcOJC4ujq+//poOHTokC2gAZcuWJTAwMFkP66FDh+jYsaO57XLlyjFo0CCuXr2abB9POo+pOc+3bt1i5MiRVK1aFTc3NwoWLIiPjw/bt29/5DGuXr0aHx8fChcujKurK+XLl6dLly4cPHjQfG579eoFQK9evZJcAw//HTxqSOzOnTtp2bKlef9vvPEGI0aMIDIyMtm2ie9jfHw8EydO5PXXXze/Z35+fsTGxj7yOETEcqknTUReOn9/fz777DNcXFxYsWIFr732WnqXlMy8efPYsGEDjRs3pmbNmuzfv5/Vq1fz+++/ExISgp2dnXnbc+fO0bRpUy5evEjFihXp3LkzRqOR06dPM3PmTD788ENy5szJ4MGD+eGHH7h48SKDBw82v75gwYKPrSU2NpYWLVoQFhZGiRIl6Nq1K/fv3ycwMJAPP/yQI0eOMHz48GSvu3jxIg0bNqRw4cK0bduWW7dusWbNGtq3b8/atWupU6fOE89DnTp1CAgI4MSJE5QoUQJIuIfwr7/+AhI+TH766afm7X/55RcA6tat+8h91qpVi8jISGbNmkW5cuWShdSHHTp0iKlTp1KlShU6derEX3/9RVBQEO+88w4hISEUL178icfwKAsXLqR///64urryv//9D2dnZ65fv87Ro0f5/vvv6dq1q3nbAwcO0KxZM27fvk3jxo0pVaoUJ06cYMWKFWzYsIHAwEAqVaoEJASDdevWERYWRrt27R77/g4ePJjdu3fz9ttv06hRI6ytrZ+6vYfNnDmT4OBgmjdvzptvvsmePXv4/vvvCQ0NZdu2beTOnfuJ5+Wrr75i/PjxZMuWDS8vL9zd3bly5Qp79+5l+fLl1KtX77GvDw0N5cSJE+TLl4+OHTs+dlsrKyusrP79vnjjxo106tQJk8nEO++8Q4ECBTh06BDz5s1j/fr1bNy4kUKFCqX6PD5p/YULF2jSpAkXLlzA09OThg0bcu/ePTZt2kTLli2ZPHky77//vnk/JpOJnj178uOPP+Ls7EzTpk3JnTs3ly5dIjQ0FA8PDypVqkT79u3JmTMn69evx8vLK8l1/aTh2AsWLGDgwIE4OjryzjvvkCdPHkJDQ5k8eTIbN25k48aNKYbrrl27snv3bt58802yZ8/Oli1bmDJlCtevX2fmzJmPbVNELI9Cmoi8VCNHjmTSpEkUK1aMVatWUbhw4WfeV2hoaIqz/7Vv3z7FD3JPY9u2bWzfvp2yZcual3Xt2pWVK1eyfv16mjdvbl7evXt3Ll68yPDhwxk4cGCS/dy4cQNHR0fs7e0ZOnQooaGhXLx48amGaU6fPp2wsDDeeustfvzxR2xsEv7pHjx4MA0aNODbb7/l7bffplq1akleFxoaypAhQxgyZIh5WevWrWnZsiXTpk1LVUirXbs2AQEB7Ny50xzSdu7cCUD9+vUJCwvj3r17ZM2a1bzOwcGBqlWrPnafBQsWZNasWZQvX/6x52LTpk3MmDGDDh06mJctWLCAAQMGMGvWLCZOnPjEY3iUBQsWYGtrS2hoKHny5Emy7saNG+b/NplMfPTRR0RFRTFnzhzatGljXrd69Wo6d+6Mr68vv/76K1ZWVvTs2ZPIyEjCwsJo3749tWvXfmQN4eHh/PLLL0n+Dp62vYdt3bqVrVu3mnsqAYYOHYq/vz8jRoxg+vTpjz0n27dvZ/z48RQqVIgNGzYk6+W6dOnSY18PsGfPHiAhjP83LD3OnTt36NmzJ/Hx8fz888/UqFHDvG7y5MmMGDGC/v37p9h7nNJ5TM36Hj16cPHiRebNm0fLli3NyyMiImjSpAmDBw+mcePGuLi4ALBo0SJ+/PFHXn/9ddasWZMkcD148IDr168DmK/X9evX4+3tneT6fZwLFy4wePBgsmXLxrZt28x/cwCDBg1i3rx5+Pn5MWXKlGSvPXv2LHv27CFXrlwAfPHFF9SqVYtly5bh5+f3St73J5KRabijiLxUkyZNIkuWLM8d0ADCwsIYN25csp8LFy48d53du3dPEtAAOnXqBMBvv/1mXnbo0CF+/fVXypcvT//+/ZPtx9nZGXt7++eqZenSpRgMBsaMGWMOaAB58uThk08+AWDx4sXJXlegQAHz+kQNGzbE3d09yTE8TmKPWGIwS/zvPHny0L17d2JjY80fym/evMnvv/9O9erVsbW1fbqDfITq1asn+4D73nvvYWNjk+pjeBwbGxuyZMmSbPnD9wr9+uuvnDhxgqpVqyYJTAAtWrTA09OTkydPsnv37qduv2/fvsn+Dp6nvbZt2yYJaABDhgwhR44crFy5kpiYmMfWM3v2bABGjx6d4kQv+fPnf+IxJQ6tfNqJYtavX8/Nmzdp0aJFkoAG0Lt3bwoWLEhwcDAXL15M9tqUzuOT1h85coSwsDB8fHySBDRIGI48dOhQoqOjk0zmM2fOHCDh37H/9ohZW1s/972XAQEBxMbG0q1btyQBDRJCV/bs2Vm+fHmK7+PIkSPNAQ3A0dGR1q1bYzQazcMwRSTjyLQhLSwsjHfffZfSpUs/1xS4y5cvp1atWri6ulK0aFG6d++expWKvFoaNmxIXFwcXbt2JSIi4rn2NXjwYCIiIpL9PK7nIrUqVqyYbFniLGwP171v3z4g4bj+26uRFm7fvs2ZM2fImzdvsg9tgLk3LDw8PNm68uXLp9iT4e7unupzX7BgQQoXLkxISAhGoxGTyURoaCh169alZs2a2NjYmANcSEgIJpMpVT10qZXS+5AlSxZcXFye+/pp3bo19+7do3r16gwdOpSff/6Zf/75J9l2hw8fBnjkcSVebym9B0/yxhtvpGl7NWvWTLYsZ86clC9fnujoaI4fP/7Yevbv34/BYODNN998Yu2PYjKZAFK8D+1xHnfcNjY25uCW0nGndB6ftD7xbzcqKoqxY8cm+wkODgYwn7O7d+/yxx9/4OLikiwIp5XHnYPEx4tER0dz4sSJZOtT+2+WiGQMmXa44927dylTpgzt2rXjo48+eqZ9zJo1i0mTJjFq1CiqVKnC/fv3OXXqVBpXKvJq+eGHH/jggw/YsGEDPj4+rFmzxiJnOEvpvpHEwPPgwQPzssQb+fPmzftC6oiKigJ45FClxG/uU5pQ4FH3vlhbW2M0GlNdQ926dVm0aBGHDx/GxsaGf/75hzp16pA9e3Zef/11c0hL/N/H3Y/2tB53DA+/D8+id+/eODs7M2/ePGbPno2/vz8Gg4GaNWvy5Zdfmu/5ep734EkSh9E97HnaS2l/D+8rcd+PEhkZiZOTEw4ODo/d7nES60vN0MiHvYjjftz6mzdvAhAcHGwOZCm5e/duknZf1N86PN85SOk+tZT+zRKRjCHT9qQ1atSI4cOH884776T47XZsbCx+fn6UKVOGfPnyUb9+fbZt22ZeHxERwahRo5g1axZt27alaNGilC1blnfeeedlHoZIpmNnZ8eSJUto3rw54eHhNGnSJMWZ59JC4t9+Sh9Q0uqb5cQQceXKlTTZ33/lyJED4JEP/U2c8S5xuxch8Vv9HTt2mINY4rI6deoQHh7OrVu32LlzJzly5HhhvQwvQrt27di6dStnzpwhICCAjh07smvXLlq0aGG+vyjx3D7qOn2e9yCl3qbnae9R10nivp5UY86cOYmIiHiu56dVr14dSBjR8jTh4HmO+0m9do87z19//XWKPfKJP4mTbrzov/WHa0rPv3cRsQyZNqQ9Sa9evQgLC+O7775j165dtGvXjnfffZcjR44ACd+sPXjwgGvXrlGtWjVKly5Nhw4dOHfuXPoWLpIJ2NjYMHfuXNq1a8exY8fw9vZ+6m/dUyPxm+XEmQgfdujQoTRpo0qVKkDCRCOp6Z162m+2s2fPTpEiRbh8+XKKU68nTt/9IoNRnTp1MBgM7Ny5k5CQEAoXLmy+v6dOnToYjUaWLVvG6dOnUz1ZhKV9w+/k5ESjRo2YOnUq7du359atW+zatQvAPPto4uMT/is0NBRI+h4kHt/T9Fgmepb2EqX0msjISI4cOYK9vT0lS5Z8bNuVK1fGZDKxdevWpy3brFatWpQoUYJLly498VYDo9FIXFwc8O9xJx7fw+Lj4833PqbVtZ74t5vaewkdHR0pU6YM165dMw9LfJxnucYTz0FK0/JHRETw+++/p+p9FJGM75UMaWfPnmXlypUsWLCAmjVrUrhwYXx9fXnrrbdYuHAhkDClttFo5JtvvmHMmDEsXbqU+Ph4mjRpwr1799L3AEQyAWtra/P09KdOncLLy8v8/KC0UqlSJfNz2B7+u71161aKU9Y/i4oVK1KtWjWOHDnC5MmTk62/efNmkof1/t///R9AipMfPMp7772HyWTiiy++SPKB78aNG0yYMMG8zYuSJ08eSpcuza+//squXbuSDGesVq0a9vb2fPvtt8Cj76P6LycnJwwGQ4oB+mXZunUr8fHxyZYn9qAlzlhZvXp1ihcvzu7duwkMDEyybWBgILt27cLDwwNPT0/z8md5nxM9S3uJli9fnixAfP3110RFRdGyZcskj45ISeJ9159//nmKzwR81HMCH2ZlZcW3336LjY0NgwcPZvny5eb71B72559/0rx5c/M+vb29yZUrF6tWrTLfL5bI39+fc+fOUa9evTR7CHelSpXw9PTkp59+YsmSJSluc/ToUfP1AP+enwEDBiQbcmg0GpM8yy3xGniaa7xNmzZkyZKFOXPmcObMmSTrxowZQ1RUFG3atHni+ygiGV+mvSftcQ4fPozJZDIPyUgUExNj/oCR+O3euHHjaNCgAZAwq1PJkiXZuHEjLVq0eOl1i2Q2BoOBSZMmYW9vj7+/P15eXgQFBVGsWLE02b+bmxutW7dm+fLl1K5dm0aNGnH79m22bNlCjRo1nmmih5TMnj2bJk2aMGrUKIKCgqhVqxYmk4nTp08THBzM3r17zY8EqFu3LmvXrqVjx440atQIe3t7ChQowLvvvvvI/ffp04etW7eyfv16atWqxVtvvcX9+/dZu3Yt169fp1+/fil+YE9LderU4Y8//jAfQyI7OzuqVav21PejZcuWjcqVK7N79266detGsWLFsLa2pnHjxpQrVy7tDyAFnTt3xt7enurVq1OwYEFMJhO7d+/mwIEDVKxY0fw8MIPBgL+/P82bN+fDDz/Ey8uLEiVKcPLkSdatW0f27NmZNWtWkqH1tWvXxsrKilGjRnHs2DFzr+5/Z9tMybO0l+jNN9/kf//7H82aNcPNzY09e/awe/duChYsyIgRI57YdoMGDfjkk0+YMGEC1apVMz8n7dq1a+zZs4fKlSvj7+//xP3UqlWLJUuW0L17d7p3786ECROoVasWuXPnJjIykkOHDrF//34cHR3N979ly5aN6dOn88EHH+Dt7U2zZs1wd3fn0KFDbN++HVdX1xS/CHkec+fOxcfHhz59+jB79mwqV65Mzpw5uXz5MkePHuWPP/5gy5Yt5kc0dOrUid27d7Ns2TLeeOMNvLy8yJ07N1euXCEkJIQOHTqYHylRtWpVsmbNyqxZs7h165b5vjhfX99H3mtZqFAhxo4dy8cff0zdunVp1qwZuXPnJiwsjL1791KiRAlGjhyZpudARCzTKxnSjEYjBoOB7du3J5t6OXGq7MSbdh8eUpAzZ07c3NzS9Ztfkcxo7NixZM2alYkTJ+Ll5cXatWspXbp0mux76tSpuLi4sGrVKubOnYu7uzvdu3enb9++KT5v6VkULlyYX375hSlTprBu3Tq+++477OzsKFiwIL17907yDK5OnTpx8eJFVq1axZQpU4iPj6dmzZqPDWm2trasWbOGGTNmsHLlSubMmYONjQ3lypVj7NixtGrVKk2O43Hq1q3LrFmzMBgMyWbPrFu3Ljt37sTFxeWp3rfZs2czdOhQtm7dysqVKzGZTOTLl++lhbQRI0awbds2Dh8+zJYtW7Czs6NAgQKMHDmSzp07J/n/h8qVK7N9+3YmTJjAzp072bhxI87OzrRq1YpPPvkk2UO1S5Ysib+/P9OmTWPevHnm3tTUhLRnaS9Rz549adKkCf7+/qxZswZHR0fat2/P8OHDkz0L7lGGDRtGlSpVmD17Nps2beLevXvkyZOHihUrPvY6/a/GjRtz6NAh5s6dy9atWwkMDOT27dtky5aNEiVK8Nlnn/HBBx8kqcvb25tNmzYxceJEtm3bRlRUFK6urnTu3JlPPvkkzSftyJ8/Pzt27GDOnDkEBQWxYsUKHjx4gIuLC6VKlcLX15cyZcqYtzcYDMyaNYsGDRqwcOFC1q5dS0xMDK6urnh6etK4cWPztk5OTixevJhx48bxww8/mCcgadOmzWMfaN21a1eKFi3KtGnTCAoK4v79++TPn5++ffsycODAFCcIEZHMxxAREZF8DEImkz9/fsaPH29+1s6pU6eoXLkyQUFBjxyak7hNYGCg+ZvhO3fuULx4cWbOnJnkQbYiIiLpaezYsYwbN46ffvopTR5BISIi6SvT9qTduXPHPJ7baDTy119/ER4eTq5cufDw8KBNmzb07NmTMWPGUKFCBW7dukVoaCiFChXCx8cHDw8PvLy8GDJkCJMmTcLJyYmxY8eSO3du3n777XQ+OhERERERyawy7cQhBw8epE6dOtSpU4f79+8zduxY6tSpw1dffQXAjBkz6NChA8OHD6dKlSq0bduWsLAwChYsaN5H4vj0d999l7fffpvo6GiCgoLMN5OLiIiIiIiktVdiuKOIiEhmpuGOIiKZi0KaiIiIiIiIBcm0wx1FREREREQyIoU0ERERERERC6KQ9hKcPHkyvUuQTETXk6QlXU+SlnQ9SVrS9SRpKaNdTwppIiIiIiIiFkQhTURERERExIIopImIiIiIiFgQhTQRERERERELYpPeBbxs8fHx3L1796W2aW9vT2Rk5EttUzIXR0dHbGxeuT9XERERkVfSK/WpLz4+ntu3b+Pk5ITBYHhp7drZ2WFvb//S2pPMxWQyERERQfbs2RXURERERF4Br9Rwx7t37770gCbyvAwGA05OTi+9B1hERERE0scrFdIABTTJkHTdioiIiLw6XrmQJiIiIiIiYskU0kRERERERCyIQpqIiIiIiIgFUUjLAHr06EHbtm2TLNu4cSN58+blyy+/TKeqRERERETkRdB83hnQsmXL6Nu3LyNHjqRHjx7pXY6IiIiIiKQh9aRlMP7+/vTt25epU6cqoImIiIiIZELqSctARo8ezYwZM1iyZAlvv/12epcjIiIiIiIvgEIa4OTk9FLbi4iIeOrXBAcHs2nTJpYvX66AJiIiIiKSiWm4YwZRunRpihQpwrhx454p5ImIiIiISMagnjSerWfraURHR2Nvb/9c+3Bzc+PHH3/Ex8eHZs2asXbt2pfeAygiIiIiIi+eetIykHz58vHzzz9z7949fHx8uHnzZnqXJCIiIiIiaUwhLYNxc3Pj559/Ji4ujqZNm3Ljxo30LklERERERNKQQloG5OLiwk8//QRA06ZNuX79ejpXJCIiIiIiaUX3pGUA/v7+yZblzp2bsLCwdKhGREREREReJPWkiYiIiIiIWBCFNBEREREREQuikCYiIiIiImJBFNJERERERCTTuX8ffvwxC15ejty6lbGm4shY1YqIiIiIiDzGiRNWLFhgy48/ZiEiIqFPKjj4MlWrFgYM6VpbaimkiYiIiIhIhhYbCz//nIX5820JDf034rzxxl9067aTN98MBmqkX4FPSSFNREREREQypHPnDCxaZMvSpbZcv57Qa5Y1axzvvruPLl128/rrCc8TvnUrNj3LfGoKaSIiIiIikmHEx8OmTTYsWGDLtm02mEwJQxjLlv2bbt128O67f5AzZ0w6V/l8FNJERERERMTiXbpkYPFiW5YsseXy5YReMzu7eFq2PEjXrmFUr34VQ8a45eyJNLujZBp79uyhRo0a5MmTB29vb86fP4+TkxMHDx585GsOHjyIk5MT58+ff4mVioiIiEhqnTljRZcuDpQvn51x4+y5fNkKD48bfP31ak6fHs28eavw9Mw8AQ3Uk5Yh9OjRg5s3b7J8+fL0LuWpmUwmlixZwpIlSzh27BgGg4EiRYrQsmVLPvzwQ3LkyJFmbQ0ZMoRy5coREBCAo6MjOXLk4Pjx4zg7O6dZGyIiIiLycly7ZmD8eDsWLrQlPt6AjY2RZs3C6dYthLp1/8pUoey/FNLkucXGxmJra5viuu7duxMUFMTAgQP5+uuvyZ07N3/++SffffcduXPnpkOHDmlWx5kzZ+jatSvu7u7mZa6urmm2fxERERF58aKiYNo0O2bOtOPuXQNWVkY6ddrLsGGbKVjwbnqX91JouGMmEBYWRsOGDXF1daV48eIMHTqU2NiEGWy2bNmCu7s78fHxAJw+fRonJycGDhxofv2XX35Js2bNzL//+eeftGnTBnd3dzw8POjSpQt///23eX2PHj1o27YtkydPpkyZMpQpUybFutasWUNAQABz5szh008/5Y033qBQoUK8/fbbrFy5Em9vbwCMRiPjx4+nbNmyuLi4UKNGDdatW2feT+KwxcDAQJo1a0bevHmpVq0awcHBSdZHRUXRu3dvnJyc+P7771Mc7rh161aqVKmCq6srjRs35tSpU8nq/vXXX/Hy8iJv3ryULl2agQMHEhUVZV7v7e3NoEGDGDVqFEWLFsXDw4PPP/8co9Fo3iY2NpZRo0ZRrlw5XFxcqFChArNmzUr1ORYRERF51cTEwKxZtlSqlJ0JE+y5e9dAkyZH2bdvArNnr3llAhoopGV4ly9fpnXr1rz22mv88ssvTJs2jVWrVjFy5EgAPD09iY6ONgeV0NBQnJ2dCQkJMe8jNDSUWrVqAXD16lW8vLwoXbo027ZtY+3atdy5c4d27dolCSFhYWEcPXqUlStXEhgYmGJtAQEBeHh44OPjk+J6JycnAPz9/Zk2bRojRoxg165deHt707FjR8LDw5NsP3r0aLp3705oaCiVKlWic+fO3LlzB3d3d44fP07WrFkZO3Ysx48fp0WLFsna++uvv+jQoQP16tUjJCQEX19f/Pz8kmxz9OhRWrRoQePGjQkNDWXJkiUcOXKE3r17J9luxYoVWFtbs3nzZiZMmIC/vz+rV682r+/RowfLli1jzJgx7N27l2nTppEzZ86nOsciIiIirwKjEQICslClSnaGDHHgxg0rPD3PsXXrFFasWEKZMrfSu8SXTsMdgZz/Pyy8sP3/5/fIiIg02/e8efNwdXVl4sSJWFlZUbJkSfz8/BgwYADDhg0jW7ZsVKhQgZCQEKpUqUJoaCjdunVj8uTJXL16lRw5cnDgwAFzqJs3bx7lypUz/w4we/ZsChcuzMGDB3njjTcAsLOzY/r06djZ2T2ytjNnzlC8ePEnHsP06dPp3bs3rVu3BmDYsGHs2rWL6dOnM2fOHPN2PXv2pHHjxgAMHz6cZcuWceTIETw9PXF1dcVgMJAjR45HDnGcP38+7u7ujB8/HoPBQIkSJTh16hRjxowxbzN16lSaN29Onz59zMsmTpxInTp1uH79Onny5AGgZMmSDBs2DAAPDw8WLVrEzp07adWqFadPn2bVqlWsXLmSN998E4DChQub95facywiIiKSmZlMsG2bDSNG2PP779YAlC59jVGj1uLtfSZT33P2JAppGdzx48epUqUKVlb/dop6enoSGxvLmTNnKFeuHLVq1SI0NJSBAwcSFhbGRx99xC+//GLuVcuSJYs5GBw+fJhdu3aRP3/+ZG2dPXvWvF3p0qUfG9AgYdKQJ4mKiuLKlStUr149yXJPT082b96cZFnZsmXN/503b14Arl+//sQ2Eh0/fpzKlStjeOgvvmrVqkm2OXz4MGfOnGHNmjXJjuPs2bPmkPZwLQBubm7mWsLDw7GysqJ27dop1pHacywiIiKSWf32mzV+fvaEhibEkfz5oxg+PIgOHX7H2jqdi7MACmmkbc9WSqKjo7G3t38h+zZgnMZNAAAgAElEQVSZTElCx8MSl9eqVYu5c+fy559/cufOHSpWrEitWrUICQkhd+7cVK1alSxZsgAJ94c1atSI0aNHJ9tfYkABcHR0fGJtxYoV48SJE89yWEnqT5RY48PrUhMEE6VmW6PRSKdOnejZs2eydYnB8L+1JNaTuP8ntZPacywiIiKS2Zw6ZcWXX9oTGJjwWSpXrmg++WQDH320HweHB+lcneVQSMvgSpUqxZo1azAajebetN27d2Nra0uRIkWAhF6pmJgYpkyZQvXq1bG2tqZWrVr079+fPHny8NZbb5n3V6FCBdasWUOBAgWSBZGn1bp1azp37kxQUFCK96VFRETg5ORE3rx52bNnD3Xr1jWv2717NyVLlnyu9v+rVKlSBAUFJQm2+/btS7JNhQoVOHbsGEWLFn3mdipUqIDRaCQkJMQ83PG/69PqHIuIiIhkBJGRMHq0PfPn2/LggQEHhzh69drBoEEhODnFpnd5FkcTh2QQUVFRhIeHJ/k5f/48Xbp04erVqwwaNIjjx4+zadMmRo4cSbdu3ciaNSuA+b60gIAA8xC8qlWrcunSJfbv32+eNASga9euREVF8eGHH7J//37OnTvHjh076NevH7dv336qmps3b07Lli3x9fVl/PjxHDhwgAsXLrB161batGljnsGxT58+TJ8+nZUrV5rvEdu9e3eyyTqe14cffsiFCxcYMmQIJ0+eJDAwkAULFiTZpl+/fhw4cIABAwaYhz5u3LiR/v37p7qdYsWK0bx5c/r27UtgYCDnzp1j165dLFu2DEjbcywiIiJiyUwmCAqyoVq17Hz3nR1gonPnXRw5MpYvv9ymgPYI6knLIHbv3k2dOnWSLPPx8WHx4sWsWLGC4cOHU7t2bXLmzEmrVq0YPnx4km1r167Nb7/9Zg5k9vb2VK5cOdlEFXnz5jUHvZYtWxITE4O7uzv169d/4j1o/2UwGJg7dy6LFi1iyZIlTJkyBSsrKwoXLkyrVq3MvWsfffQRd+7cwc/Pj2vXrlG8eHEWL17Ma6+99iyn6pEKFCjAkiVLGDZsGAsXLqRixYr4+fnh6+tr3qZcuXKsX7+e0aNH06RJEx48eEDhwoXNjwtIrVmzZjFmzBiGDBnCjRs3yJcvn3kIZVqeYxERERFLdemSgU8+cWD9+oSRQ9Wrn2P69OWULfvqzdb4tAwRERGpv6kng4uMjDRPg/4yvch70uTVkXj9njx5MlWzZoqkhq4nSUu6niQt6XrKuB48gPnzbRk1yp7btw1kzx7L6NFr6Nr1IFbpNI7v1q3LZM06FcgYU0aqJ01ERERERNLE0aNW9O/vwL59CTGjadMjTJq0mvz576dzZRmLQpqIiIiIiDyX6Gj45hs7Jk+2Iz7eQN68t5k8OQAfn5PpXVqGpJAmIiIiIiLPLCTEmv79HTh9OuEBZ76+oYwatZmcOTUpyLNSSBMRERERkad265aBL76wZ+lSWwBKl77G9Ok/UqPGlXSuLONTSBMRERERkVQzmWD16iwMGWLP9etW2No+YMiQjQwcGIadnTG9y8sUFNJERERERCRVLlwwMGiQA1u2JEyrX7PmWWbMWE7JkhHpXFnmopAmIiIiIiKPFRMDM2bY8c03dty7Z8DJKZqvvlrD+++HY2VloU/0unoH66CTWK09jtWUKlAwvQtKPYU0ERERERF5pO3bbfj0U3tOnUqYGKRly0N8800gbm4WOK3+pdtYB57Aes1xDGEXMfz//Gi7wR26p29pT0MhTUREREREkrl40cCwYQ4EBSUMbSxR4h8mTVpOgwYX07my/7gQhfXa41ivOY7VnkvmxSY7a+LfLEucT2vOFfekaAZ5kDUopEkmcu/ePT766CN27NhBVFQUhw8fpmfPnpQpU4YJEyY88nWenp74+PgwdOjQl1itiIiIiGX679BGR8c4hg5dT58+v2JraxkTgxjORmC15v8Hs/3/ziZpsrfhwdvlifVpS9xb7SBHTgAenMxYz2tTSMsAvL29Uwwa33//PZ9++imXLl16xCstQ3h4OJMmTSIsLIzIyEjy5ctH9erV6d27N2XLlk2zdpYuXcquXbvYsGEDuXPnJnfu3CxduhQbG13mIiIiIqmxbVvC0MbEZ561aHGIr7/+iQIF7qZzZWA4dfPfYHbwb/NyU9YsPPjfa8Q2bUfcW20hW/Z0rDJt6NOrpIm4uDiyZMmSbPnGjRvp1KkT9erVY/bs2RQpUoRbt24RFBTEyJEjCQgISLMazpw5Q4kSJZIEv1y5cqXZ/kVEREQyK4sd2hgZg3XAH1gvDMfqwFXzYlM2Wx40rkSsT3viGraCrI7pWGTas0rvAiTt9OjRg7Zt2zJhwgSKFy9O/vz56dmzJ/fv/3tTp7e3NwMGDGDw4MEUKlSIQoUK8cUXX2A0/tt1HRsbi5+fH2XKlCFfvnzUr1+fbdu2mdeHhITg5OTE5s2badCgAXny5EmyPtG9e/fo1asXDRo0ICAggPr161O4cGEqVaqEn58fc+bMMW8bFhZGw4YNcXV1pXjx4gwdOpTY2H+fUu/t7c2gQYMYNWoURYsWxcPDg88//9xct7e3N7NmzWLXrl04OTnh7e1tXv7JJ5+Y93P9+nXatWuHm5sb5cqVY8mSJcnqjoyMpF+/fnh4eODu7o6XlxcHDx40r//+++/Jnz8/O3fuxNPTk3z58tGkSRPOnTuXZD+bNm2iYcOGuLm5UaRIEdq2bUt0dHSqzrGIiIjIyxATA99+a0e1atkJCsqCo2Mco0cHsm/ft+kX0EwmDGF/kaXbOuyKTCdL381YHbiKKYcdce1qcO/HmUSdOs/d7zYR1/T9TBfQQD1pmU5YWBj29vYEBgZy5coVevfujZ+fH+PHjzdvs2LFCtq1a8eWLVs4evQo/fr1w9XVld69ewPQq1cvzp49y3fffUf+/PnZvHkz7777Ltu3b6d8+fLm/YwYMYLRo0dTtGhRsmXLlqyWbdu2cePGDQYMGJBirU5OTgBcvnyZ1q1b07ZtW2bOnMnZs2fp27cvVlZWjBkzJknd3bt3Z/PmzRw5coSuXbtSsWJFWrVqxdKlS/n88885efIkS5YswdbWNsU2e/bsycWLF1m7di0ODg589tlnXLhwwbzeZDLRtm1bcuTIwfLly8mVKxc//PADPj4+7Nu3Dzc3NwBiYmL49ttvmT59OnZ2dvTo0YOBAweyevVqALZu3Ur79u0ZMGAAM2bMID4+nuDgYHOoTO05FhEREXlRLG5o47W7WP9wFOuFh7E6ftO8+EEdD2I6fUic94fgkDV9anvJFNIAJ6ecL7iFpPuPiIh8YS1ZWVkxY8YMsmXLRpkyZRgxYgR9+vTBz88PR8eEbxlcXV0ZP348BoOBEiVKcOrUKWbOnEnv3r05e/YsK1euJDw8nAIFCgDg6+vLjh07WLhwIRMnTjS3NXjwYBo0aPDIWs6cOQNAyZIlH1vzvHnzcHV1ZeLEiVhZWVGyZEn8/PwYMGAAw4YNI2vWrOb9DBs2DAAPDw8WLVrEzp07adWqFbly5SJr1qxkyZIFV1fXFNs5deoUW7ZsYePGjVSvXh0Af39/KlasaN7ml19+4ciRI5w6dQoHBwcAPv/8czZu3Mjy5cvp168fAPHx8XzzzTcUL14cgD59+tCrVy+MRiNWVlZMmDCBd955h88//9y873LlygE81TkWERERSWsXLxr47DMHfvopcWjjdSZNCkifnrMHRqy2n8N6QThWP5/EEJfwhbbJNRtx771NTIePMRYt/fLrSmcKaZlM2bJlk/RqVa1aldjYWM6ePWsOCZUrV8ZgMCTZZsyYMeYZEU0mkznEJIqJiaFOnTpJllWqVOmxtZhMqXuw4fHjx6lSpQpWVv+OvvX09CQ2NpYzZ86Y6/7vJCNubm5cv349VW0ktmNlZcUbb7xhXlawYEHy5s1r/v3w4cPcu3cPDw+PJK+Njo7m7Nmz5t/t7OzMAS2xlri4OCIjI8mVKxfh4eG0b98+xTqe5hyLiIiIpBWTCZYsycLQoQ7cvZvOszZeiMJ6STg2i45guBiVUJ+VgXiv8sR29E2YmfEVnvzt1T3yh7zIni1I+IBvb2//zK/Pnj07kZHJa4yMjCRHjhzPU1oyRqMRg8HA9u3bk00E8t9jSOyZe5RixYoBCeGoWrVqj9zOZDIlCY0Pe3j5f+sxGAypDoKJ7TyJ0WjExcWFDRs2JFuXPfu/MwX9d8bIxDofvrfvcW2k9hyLiIiIpIUbNwz07evAunUJnz2aNQtn/PjAlzu0MfYBVutOJQxn3HLW/KBpY+FcxHX0IabdIEz5Cr68eiyYQloGULx4cbZs2ZIszBw+fDhZj88ff/zB3bt3zQFq37592NraUqRIEfM2v/32W5J97du3j7x585IjRw5ee+01TCYTf//993P36jRo0ABnZ2cmTZrEsmXLkq2PiIjAycmJUqVKsWbNGvNQQYDdu3cnq/t5lSxZEqPRyIEDB8yh8eLFi1y58u+zNSpUqMC1a9ewsrKicOHCz9zWa6+9xs6dO3n//fdTXJdW51hERETkSbZts6FnTwf+/tuKHDlimDx5Oe3a/fHyCog3Yr3kCDZjwjBcug2AydaaeJ/XienYh/jaTcBK8xk+TGcjA+jSpQvnzp3j008/5ciRI5w8eZIZM2awatUq+vTpk2TbBw8e0Lt3b44dO0ZwcDAjR47k/fffT9LrdfXqVYYMGcLJkycJDAxk6tSp9OzZE0i416tNmzb07NmTwMBAzp07x8GDB5k2bRpBQUFPVbejoyNTp05l27ZttGnThuDgYM6fP8+hQ4cYPXo0vr6+5uO7evUqgwYN4vjx42zatImRI0fSrVs38/1oaaF48eK8+eabDBgwgL179xIeHk7Pnj3N954B1KtXj+rVq9O+fXu2bNnCuXPn2Lt3L1999RW7du1KdVuDBg1i7dq1jB49mj///JNjx44xY8YM81DKtDrHIiIiIo8SHQ2DB9vTsqUjf/9tRY0aZ9m7d/zLC2hGE1YBf2BbaS5Zem7EcOk2xlJ5iP66N7f//JO7c7cQX9fnhQQ0k8nEuXPnCAgI4OOPP+bWrVtp3saLpJ60DKBw4cKsX7+e0aNH06JFC2JiYihevDgLFy6kUaNGSbatWbMmpUqVomnTpty/f5+mTZsycuTIJNu0bt0ao9FIw4YNMRgMdOzY0RzSAGbMmME333zD8OHDuXz5Mrly5eL111+ndu3aT127t7c3W7ZsYdKkSfj6+pofZu3p6WmuK1++fKxYsYLhw4dTu3ZtcubMSatWrRg+fPgznK3HmzlzJn379sXHxwdnZ2cGDx7MP//8Y15vMBgICAhg9OjR9OvXj+vXr+Pi4kK1atVo165dqttp1KgRS5cuZdy4cUydOpVs2bJRtWpVunTpAqTtORYRERH5r99/t6Jbt6wcO2aNjY2RL75Yx6BBYVhbv4TGTSasNp7BZsQvWIVfA8BY7P+I/mwAcc17vZBQdv/+fQ4dOsS+ffv49ddf2bdvH9euXTOvL1WqFFWrVk3zdl8UQ0REROpv6sngIiMjyZnzRc/kmNzz3pOWWj169ODmzZssX778kdt4e3tTpkwZJkyY8MLrkbSVeP2ePHkyyaQlIs9D15OkJV1PkpZ0PT0boxFmzrRl1Ch7YmMNFC/+DwsWLOKNN1I/2drzMIReJMvwnVjtvgSAKV92YoZ0J6bdp5Al5UckPYtLly6xd+9e8094eDhxcXFJtnF2dqZq1apUrVqVChUqPHZWckujnjQRERERkUzg8mUDPXs6sGNHwuQgXbrsYty4dTg6PnjhbRsOXMVmxC9Yb0mYDduU24GYgZ2I6ewH9s93+4rRaCQ8PJxdu3axb98+9u7dy6VLl5K2bzBQtmxZqlWrRpUqVahWrRpFihQxz8Fw8uTJ56rhZVNIExERERHJ4AIDbejf34Fbt6zInfse/v7f06TJ6RferuHPf7AZFYr1muMAmLLbEtu3FdHdx0COXM+83wsXLrBjxw6Cg4PZuXMnN2/eTLI+Z86cVKlSxRzIXn/99TSf9Tw9KaRlIv7+/k/cZt26dS+hEhERERF5GW7fhiFDHPj++4ShhI0a/cns2ctwc4t+sQ2fj8TmqzCsl/6OwWjCZG9DXPfGRPedgMnZ7al3FxERQUhIiDmYnTlzJsl6d3d36tatS7Vq1ahatSolSpRI8ozdzEYhTUREREQkA9q3zxpfXwfOnrXG3j6er75aw0cf7X/k82fTxN93sRm/G+u5hzDEPsBkY0XcB/W4//G3mPKl/tFJsbGx7N27lx07drBjxw4OHDiQ5HmzOXLkoHbt2tSvX5/69etTtGjRF3tcFkYhTUREREQkA3nwAL75xo7x4+148MDAa69dYcGCxZQpcwt4QUHmfhzWU/dhM2EPhrtxmAwQ37Ya9wdPxFi0XKp2cebMGTZs2MCOHTsICwvj3r175nU2NjZUr16devXqUb9+fSpVqoSNzasbVV7dIxcRERERyWAiIqBr16xs3ZowOciAAdvx89uKnZ3xCa98RiYTVsuPkeWLHRj+SngQ9YPG5bg37BuM5ao/8eXx8fFs2LCB+fPnExwcnGRd6dKlqVevHvXq1aNmzZpky5bthRxCRqSQJiIiIiKSARw/bkX79lk5fdoaZ+f7LF48nwYNLr6w9gx7LpHl021Y7bsCgLG8G/fHfEV8nRZPfO3Vq1dZvHgxCxcu5PLlywA4ODjQpEkTGjZsSN26dcmbN+8Lqz2jU0gTEREREbFwGzbY4Oubldu3DZQvf4UVK+ZSqNDdF9PY+UiyfLET6xXHADC5OhLzRa+EZ51ZPzo+mEwmQkNDmTdvHj///DPx8fEAeHh40LlzZ9q3b4+Tk9OLqTmTUUgTEREREbFQJhNMnGjHmDF2mEwGWrQ4xJw5K17Ms89ux2AzYQ/WU/dhiHmAyd6auD7NuN93ImR/dLiKjIxk2bJlzJ8/n+PHE6bit7a2pmnTpnTt2pU6deq8UpN+pAWFNElm7NixzJ8/n+vXrzNjxgw6dOiQ3iWlmpOTE4sWLeKdd95J71JEREREnsvdu9CrlwNr19piMJgYNeonPv44NO0DzwMj1ouPYDMyBMPfCb1z8a2rcG/4DEwFSjzyZeHh4cyfP5+AgADzJCBubm506tSJ999/n/z586dtna8QhTTAxmYNVlZXXtj+DYY4smTJYv7daMxLfHzzp9rHtWvXmDhxIps2beLy5cs4OztTtmxZfH19adSoUZrV+scffzBu3DiWLFlC1apVU/VQwLFjxzJu3Lhky11cXDhx4kSa1SYiIiLyqjh3zkCHDo4cPWpN9uyxLFq0kMaNz5DWszda7TiPzeDtWIVfA8BYtSD3v/qG+Mopf76Mjo4mMDCQefPmsXfvXvPy2rVr07VrV7y8vJJ87pVno5AGWFldwWCIfIH7j8dgsHno96d7/fnz5/nf//5HtmzZ8PPzo1y5chiNRnbu3MnAgQP5/fff06zWxAcHNmnS5Km+pSlevDg///xzkmXW1tZpVpeIiIjIq+KXX6z54IOs3LxpRfHi/7BixXeULJm2n1UNJ29iMzQY63WnADAVyMH9EZ8Q16I3pPAZMCoqinnz5jFz5kyuX78OJDzLrF27dnTu3JmSJUumaX2vupf6mO5vv/2W+vXrU6BAAYoVK0bbtm35448/nvi6o0eP4uXlhZubG6VLl2bcuHGYTKaXULFl+PjjjzGZTAQHB9O8eXOKFy9OyZIl8fX1JTQ01LzdxYsX6dChA+7u7ri7u/Pee+9x6dIl8/qxY8fi6enJqlWrqFixIu7u7rRv354bN26Y17/33nsA5MqV66lu7LSxscHV1TXJT+7cuc3ry5cvz4QJE+jfvz8FChSgTJkyTJ061by+S5cudOzYMck+jUYjZcuWZcaMGUDCzahTpkyhYsWKuLm5UaNGDZYvX/7Yuo4ePco777yDm5sbhQsXpkePHkRG/vuPXI8ePWjbti0TJkygePHi5M+fn549e3L//n3zNs/SroiIiMjTMplg9mxbmjd35OZNK95++xi//DIlbQPanVhsPt2G7evzsF53ClO2LMT4dSJq7zHiWvZJFtBu3LjB6NGjKVeuHCNHjuT69euUK1eOKVOmcOzYMcaNG6eA9gK81JAWGhpKly5d2LRpE0FBQdjY2NCsWTNu3br1yNdERUXRvHlzXFxc2L59O19//TXTpk1j+vTpL7Hy9HPr1i22bt1Kt27dUnx2RGKQMplMdOjQgevXrxMUFMRPP/3E1atX6dChQ5JAe+HCBVavXs3SpUtZvXo14eHhfPnllwD06dPHHJyOHz9uvvEzrcycOZMyZcqwc+dO+vXrx/Dhw83d5G3atGHz5s1ERESYtw8NDeXq1au0atUKgNGjR7NkyRK++eYb9uzZw4ABAxgwYACbNm1Ksb179+7RqlUrHB0d2bZtG0uXLmXv3r307t07yXZhYWH8/vvvBAYGsnjxYoKDg/Hz8zOvf9p2RURERJ5WTAz06ePA4MEOPHhg4OOPt7Bq1SKcnOLSrA2rHeexrTwfm2n74YGRuA/qcPu3A0QPmAoOjkm2vXz5Mp999hnly5fnm2++ISoqiho1arB69WpCQkJ4//33cXR0fERL8rxe6nDH1atXJ/l99uzZFCxYkD179tC4ceMUX7NixQru37+Pv78/Dg4OlClThhMnTjBz5kx69+6d6WeKOXPmDCaTiRIlHn3TJsCOHTv4/fff+X/s3Xd4VFX+x/H3nZZkktCkIwhWFFgLCrZdC3WV3ot0pRpdEAUEWRT4gYoiNfROKCEJCV2pVroCgiIdUVqAENIzM/f3RzS7WYoBkkzK5/U8/pGZc858D1x55pNz7znff/89d911FwAzZszg0UcfZcuWLTz//PNA2oGCkydPpnDhwgB07tyZhQsXAhAQEJD+eqlSpW6qzoMHD171cGj9+vWZOXNm+s8vvvgi3bt3B6BHjx5MnTqVLVu2UKNGDWrVqkVgYCBRUVF07NgRSPu7f+655yhVqhTx8fFMmjSJ8PBwnn76aQAqVqzIrl27mDFjBvXq1buqptDQUOLj45k6dSqBgYEAfPbZZzRs2JCjR49y9913A2CxWJg0aRIBAQE89NBDDBs2jKCgoPSgdrOfKyIiInIzzpwx6NjRyfbtNvz8XAQHL6R165+y7gOuJGMbvBnb9B8A8DxchoQJ03D/7e9XNT127Bjjxo0jJCSElJQUAOrWrUvfvn156qmnsq4muSGvPpMWFxeHx+O54W1127dv56mnnsLPzy/9tVq1ajFy5EhOnDhBxYoVc6BS78nsbZ0HDx6kTJky6QEN0sJEmTJl+Pnnn9NDWvny5dODGKTtwBMdHX3bdVaqVInQ0NAMr/3vb1eqVKmS4efSpUun39Nss9lo2rQpoaGhdOzYkeTkZKKiotI3JDl48CBJSUm0aNEiQzBPTU2lQoUK16zp4MGDVKlSJT2gAdSsWROLxcLPP/+cHtKqVKmSYZWyRo0apKSkcOzYMVJSUm76c0VEREQya9cuK6+84uT0aQvly19m6dJpPPLIhSwb37LpOPaeazBOxmLaLaQMbEPSG5+B3ZGh3YEDBxg7dixhYWF4PB4Mw6BJkyb07duXhx9+OMvqkczxakgbOHAg1apVo0aNGtdtc+7cOcqWLZvhtRIlSqS/d72QdujQoate8/X1xcfH56rXDSMVi8V1E5XfvD8P8wPweFJJSkrKVL9y5cphGAYHDhygTp06122Xmpq2FP6/45qmicvlIikpCZfLhdVqzdDG5XLhdrvTX/vzNyaZre/PMWw221V/T/89zp9h87/HNU2T1NT//Fk0bdqUBg0acOzYMXbv3k1KSgp16tQhKSkpvc28efOuWrGz2WwZxv0zWLlcLkzTvOq9P2tOSkrC7XZf1SY5OTnDOJn93OwWGxvLuXNpOy9d6/oWuVW6niQr6XqSrJTfr6dVq+7g//7vLlJSLNSs+QvTpk2iePFELl68/bGNKykUGrEN3wU/A5BStSRH3htB/N2PwvET6e3279/P7Nmz2bJlC5C28VuDBg3o1KlT+vfs/PL3kJvmcd99993wfa+FtHfffZetW7eydu3av9wF8H9vafzzC/+NbnW81sQvX76Mr6/vVa/b7fYMuy9mtT9DzJ9M045pXl3HtZQpU4ZatWoxe/Zs+vTpc9VzaTExMRQpUoSqVaty+vRpzp49m76advz4cc6cOUO1atXw9fXFZrNhsVgy/Bmkzd1If83hSPutyrX+nK7nWuP+L8MwsNvtGdpYLBZsNlv6a08//TSVKlVi5cqVbN++nQYNGnDHHXcAaRuP+Pj4cObMGWrXrn3DehwOB76+vlSpUoXFixeTmpqavpq2Y8cOPB4PVatWxdfXF6vVyk8//YTb7U5f+du7dy8Oh4MHHngAj8eT6c/NboUKFaJ8+fIcOnToL//HFsksXU+SlXQ9SVbKz9eTacKIET588knad6Du3b/m449X43D4AX437pwJlg3HsPdai/HrH6tng9qRFPQpZf9YPTNNk6+++opPP/2UzZs3A2nf/Tp06EBQUFC+vFsor11PXglpgwYNIjw8nBUrVvzl7YolS5ZMXz3405+35/25opbfjRkzhnr16vHCCy8wePBgqlSpkv4/19ixY/nxxx95/vnnqVq1Kt27d0/f/fKdd97h4Ycf5h//+Mctf/aKFSv44IMPiIyMvOZK2Z9cLhdnz5696vWbfbatZcuWzJs3j5MnT7JgwYL01wMDAwkKCuK9997DNE2eeeYZ4uLi2LlzJxaLhc6dO19zrFGjRtGzZ0/effddYmJi6Nu3Lw0bNky/1RHA7Xbz+uuv884773DmzBnef//9DA/D3uznioiIiFxPamraBiGLFzuwWj189tlSXn31h6wZPDYZ26BN2GbtAcDzWDniJ87C81DN9CZfffUVw26h98wAACAASURBVIcPT9+8LTAwkG7dutG7d29KliyZNXXIbcvxkDZgwADCw8NZuXLlX26GAWnPBw0bNoykpKT0FZdNmzZd9fxVflaxYkW2bNnCJ598wr///W9Onz5NsWLFqFq1KmPHjgXSVqoWLlzIgAEDaNCgAQDPPfccH3300W1trhIbG8uhQ4fSb6e8nkOHDl1z+9Xo6OgMq4h/pXXr1owePZoSJUrwwgsvZHhv8ODBlChRgokTJ/LWW28RGBhItWrVePPNN685ltPpJCwsjEGDBlGrVi18fHx46aWXGD16dIZ2zzzzDJUrV6Zhw4YkJibSsGFD3n///Vv+XBEREZFruXIFOnd2smGDHaczlUWLZlK37vEsGdvyxVHsvddinLqC6bCSMqg9SUGfgC3tYOl9+/bxwQcf8MUXXwBpxy316tWL7t2739SxS5IzjJiYmBw7cKx///4sWbKEBQsWULly5fTX/f3902/je//999m1axdRUVFA2i2KTzzxBM8++yz9+/fn8OHD9OnTh3feeYegoKCb+vzLly9n2DTjTzZbBBbL6duY2Y2lpqZmOHnd4ymDy9U02z5PMq9Xr15cvHgxT5x79uf1m9eW6yV30/UkWUnXk2Sl/HY9nT1r0KqVP3v2WClePIGIiGAef/z87Q98ORnbwI3Y5uwFwFP9zrTVswfT9nw4ceIEI0eOJDQ0FNM0CQgIICgo6JqP0eRnee16ytGVtBkzZgDQuHHjDK8PGDCAQYMGAXDmzBmOHTuW/l7hwoWJiIigf//+vPDCCxQpUoQ+ffpcddbV7cjuwJSUlJTpZ9BEREREJH85fNhC8+b+nDhh4e67L7JiRTB3333ltse1rDuCvc86jN/+WD0b/ApJfcaAzU50dDRjxoxh1qxZpKSkYLfb6datG/3796d48eJZMCvJTjka0v77oOLrCQ4Ovuq1KlWqsGbNmuwoSUREREQk2+zcaaV1aycXLlh47LFTRETMoGTJ29wd+koytv4bsM3bB4Dn8TuJnzgbT+UniIuLY/LksUyYMIErV65gGAatWrXi3XffzfdHV+UnXt2CX8TbrvVLAREREZGssHatjS5dnCQmGtSv/xPz5y8kIOD2jn0ydp/B3jEKy5FLmD5Wkod0JLnXR6R4TOZOn87HH3+cvulenTp1GDp0KNWqVcuK6UgOUkgTEREREclic+fa6dvXD4/HoFOnrUycGInNdhtbQZgm1km7sL27CSPVg6daKeKnL8B1f3UiIiIYMWJE+iND1atXZ9iwYfz973/PotlITlNIExERERHJIqYJo0f78OGHafsRvPvuWoYM2cxtbLYNFxKx91iNddVhAFK71yLhg/ls+m4bw3q8wJ49aVvu33vvvQwdOpSGDRve1u7e4n0FLqSZpqmLVvKcPw9wFxERkdzL5YK+ff2YP9+BxWIyfvwSunW7vTPQjK9/xdEpCuP3OMwiPiROeJ+fHqxN/zbt0g+iLl26NIMGDaJ9+/Y3dfSR5F4F6m/R39+fmJgYihQpoqAmeYZpmsTExBAYGOjtUkREROQ64uOhSxcnn39ux8/PxYIFs3jppaO3PqDbg/Wj77CN+AbDY+KuWYHLwQsZH7me0a8+Q3JyMoUKFaJv37706NEDp9OZdZMRrytQIc1msxEYGEhsbGyOfm5sbCyFChXK0c+U/CUwMFC/GRMREcmlzp83aN3aye7dNu64I5GwsCnUrHn21gf8/Qr2riuxbjmJaUBK/yZsrf86r3fqzb59aTs6tmvXjhEjRlCsWLEsmoXkJgXuW5/NZrvmgdbZ6dy5c5QvXz5HP1NEREREst+xYxaaN3dy9KiVihUvERUVzH333fqCgGXdEeyvrcY4n4BZ0knMhFF88N0xJtSrh9vtpkKFCnz22We8+OKLWTgLyW0KXEgTEREREckKP/xgoUULf6KjLTz66G+Eh0+ndOlbPAMtxY3t319i+2w7AO4X72dTl4H0fHckR44cwTAMevbsyZAhQwgICMjCWUhupJAmIiIiInKTvvvOSuvW/sTGGtSufZCQkAUEBqbe0ljGsZi0s892nsa0Glx5pw39zvgws0NXACpXrsz48eOpUaNGVk5BcjGFNBERERGRm7Bxo4327dMOqW7e/HtmzQrF4fDc0liWsJ+x916DEZuCWaEwG197jU5TFvHbb79ht9vp168f/fr1w8fHJ4tnIbmZQpqIiIiISCatWGGjWzcnKSlph1RPmrQcq/UWBkpMxfb2Bmwz0844i69fhT6OSsx9bwyQdiD1hAkTeOihh7KweskrFNJERERERDJhyRI7vXv74XYb9OmzhY8+WoPFcvPjGMdjsLddjuWHs5g+Vr5tXotGa3Zw8dJ+nE4ngwcPpmfPnlhvKf1JfqCQJiIiIiLyF2bNcvDWW76YpsHAgesYOnQTt3LsruXzo9g7r8C4lERKhcK8We4+poR8DsBzzz3HuHHjqFixYtYWL3mOQpqIiIiIyA2MH+9g6FA/AEaMiOStt767+UE8JtYPv8U2/GsME3595E6eOnSR307upHDhwowcOZL27dtj3Eryk3xHIU1ERERE5BpME0aO9GHMGF8Mw2TcuFBee233zQ8Uk4S920qsq49gGrCi5gM03nYQE2jQoAFjxoyhdOnSWV6/5F0KaSIiIiIi/8PjgUGDfJk61Qer1cP06Qtp23b/TY9j7DuHvU0ElqMxuIv48HbZ8ozddhCbzcaoUaN49dVXtXomV1FIExERERH5L243vPmmHwsWOHA43MybN4fGjQ/d9DiWRfux91mLkejiyn13UDvGYPuBw5QuXZo5c+bw5JNPZkP1kh8opImIiIiI/CElBXr08CMiwoGfn4ulS6dTu/aJmxzEjW3ARmxT0m6N3F/jbp7afZIrLhdPPfUUc+bMoVSpUtlQveQXt7BpqIiIiIhI/pOYCB06OImIcFCoUDIrVky6+YD2+xUc9RZhm7Ib02FhRo0Hqbr9KFdcLnr27ElUVJQCmvwlraSJiIiISIF35Qq0bevP11/buOOORKKiJvHYY9E3NYbx1UkcHaIwzsaTWtqfzgElCdn+E35+fowfP56WLVtmU/WS3yikiYiIiEiBdumSQYsWTnbtslG6dByrVk3ioYcuZX4A08Q6YSe2dzdhuE3O/60sT5+I5/CZY1SqVIn58+dTtWrV7JuA5DsKaSIiIiJSYJ07Z9C0qT/791upUCGGNWsmcffdVzI/QFwK9p5rsIb9DMBXT1fmxW9/xgXUrVuXadOmUaRIkewpXvItPZMmIiIiIgXSyZMG//xnWkC7//5oNmwYd1MBzThyCcc/5mEN+xlPgJ2Rjz3EP/4IaAMHDmTx4sUKaHJLtJImIiIiIgXOL79YaNrUn99+s/Dww78TFTWNkiWTMt3f2HUaR9NlGOcTSKxUhCbuAD7ffYDChQszbdo06tWrl43VS36nkCYiIiIiBcqePRaaN/cnOtrCU08dIzx8FkWKpGa6v+Xzo9jbLceIT+W3amWpfiSGswmneOihh1i4cCGVKlXKxuqlINDtjiIiIiJSYHz3nZWGDQOIjrZQp85BVq6ccXMBbcE+7M3DMOJT2f5gGSru+52zCQm0bNmSL774QgFNsoRCmoiIiIgUCOvX22jWzJ/YWIOmTX9g2bK5OJ3uzHU2Tawff4fjtdUYLg8Lyxen5k+nwWZj1KhRTJs2DX9//+ydgBQYut1RRERERPK95cttvPaak9RUg86dv2PixEis1kx2dnuwvbUB29TdmAYMLRzAiF+jKVGiBHPmzOGZZ57J1tql4FFIExEREZF8bd48O//6lx8ej8Ebb2xi9Oi1GIaRuc5JLuxdVmBd/gtum8ErWFkcE8fjjz/O3LlzKVeuXPYWLwWSbncUERERkXxrwgQHb7zhxOMx+Pe/VzF69LrMB7RLSTgaLsW6/BcSHBZquUwWu1x06tSJVatWKaBJttFKmoiIiIjkO6YJI0f6MGaMLwCffhpKr167Mj/AqVgcjUOxHIjmvN3CiykefnE4GPfxx3Tq1CmbqhZJo5AmIiIiIvmKxwMDBvgyfboPVquHqVNDaN/+x0z3Nw6cx9EoFOO3K/xiNaid6sFdtiyr583j8ccfz8bKRdIopImIiIhIvuFyQe/efixd6sDhcDN//mwaNTqc6f7GN6dwtFiGEZPMNwY0dJs8+PTTzJkzh5IlS2Zj5SL/oWfSRERERCRfSEqCjh2dLF3qwN8/leXLp9xUQLMsP4jj5cUYMclEALVNaN2zJ5GRkQpokqO0kiYiIiIied6VK9C+vT9ffmmjSJEkli8PpmbNs5nub526G1vfLzBMCAb6+/gwbvx4WrdunX1Fi1yHQpqIiIiI5GmXLhm0bOlk504bpUrFsXLlJKpWvZS5zqaJbdhX2D76DoAhwPzy5VmzYAEPP/xwttUsciMKaSIiIiKSZ50/b9CkiT/791upUCGG1asnc889sZnrnOrG1mcdtvn7cAE9gGMvvMDmmTMpVqxYdpYtckN6Jk1ERERE8qQzZwwaNEgLaPffH82GDeMyH9DiU7A2D8M2fx8JQBOgcN++LFu2TAFNvE4raSIiIiKS55w6ZdCokT9Hj1qpUuUsq1ZNplSp5Mx1Pp+ApeES7HvOEQ208PGh67RpNG7cOFtrFskshTQRERERyVOOHzdo1CiAkyctPPLI76xYMYXixVMy1dc4FgP1FuH4NZZjQKeSxRkRGqbnzyRXUUgTERERkTzjyBELjRv7c+qUhccf/5WoqOkULZrJgLb7DLy8GJ+YZL4H3qnyINOWhVOmTJnsLVrkJimkiYiIiEiecPBgWkA7c8bCU08dZ/nyGRQq5MpUX8v6Y9AiDEeym/XA9Pp1mTtzNv7+/tlbtMgt0MYhIiIiIpLr/fijhZdfTgtozz13mKiozAc0Fu7D2jgUR7KbhcC6N4KYErJYAU1yLa2kiYiIiEiu9sMPFpo29efSJQt16vzMkiXz8PPz/HVH08Q16lsChn8NwCcWA9/PxjGkY8dsrljk9iikiYiIiEiutXOnlWbN/ImNNXj55f0sWBCCr28mAprHJLHnGorO3wfAu34+PBMaxrPPPpvNFYvcPoU0EREREcmVvv3WSqtW/sTFGTRpsoe5c5fgcGQioCW5uNJsGSU2nSAZeKfUHXRa/Tn33HNPttcskhX0TJqIiIiI5Do7dgTSokVaQGvdehfz5y/OXECLSeLyU3MosekEl4EBf6tMv227FNAkT9FKmoiIiIjkKuvX2+jb9z6Skw06dNhGcHAEVutf9zNPxRL7zFxKnUvgd2Byg7oMmb0Qu92e7TWLZCWtpImIiIhIrrF6tY127ZwkJ1t49dVvmDIlcwEtde9Z4h+eQalzCfwMhL0VRP/5SxTQJE/SSpqIiIiI5AqRkTa6dXPichm8+uo6xo/fiGEYf9kvdu0RfFuGUdxlstVicGryBDq2eSUHKhbJHgppIiIiIuJ1y5bZ6d7dD4/H4K23NtC3bxiGUewv+11c9hNFOkbhNGGdrw3/yBXUqflUDlQskn0U0kRERETEq1avttGjR1pAe/fdtQwZsplLl/6634X5+yjeYzU+Jiwv4qTyV1spU75C9hcsks0U0kRERETEa77+2kqXLk7cboN33vmc997bnKl+0dO/p+Qbn+MAQu8I4PFt31OseIlsrVUkp2jjEBERERHxih9+sNC2rT/JyQavvfY1w4ZtzFS/8xN2UPqPgBZSsjA1du5TQJN8RSFNRERERHLcoUMWmjf358oVgxYtdjN27EoysUcI5z78jnLvbMQGzC1XjL/v2EuRokWzvV6RnKTbHUVEREQkR506ZdC0qT8XLlioW/dnZs5clqlt9s8N+5IKH34HwPS7SvLSN7sJCAjI5mpFcp5CmoiIiIjkmOhog2bN/Dl1ysKTTx4nJGQ+DofnL/udHbCRu8bvACD43nI0+XIHTqczu8sV8QqFNBERERHJEbGx0KKFk19+sVK16hnCw2fh7+/+y35n31jHXdN/AGBC5btotXkbvr6+2V2uiNcopImIiIhItktKgvbt/fnhBxuVKl0iKmoKRYum3LiTaXL2tdXctfBHPMD4v91Luy++wcfHJ0dqFvEWhTQRERERyVYuF3Tt6uSrr2yULh3HqlWTKFMm6cadTJOzHSK5K+wgLmD84w/Rcc0W7HZ7jtQs4k0KaSIiIiKSbTweCAryY/VqO0WLJrFy5SQqVYr7i04mCZ0/5971J0kBJjzzKJ0jv8Bm01dXKRi0Bb+IiIiIZAvThCFDfFm0yIHTmUp4+BSqVLl0405uD+caLuXe9SdJAsa/UIMuUesV0KRA0dUuIiIiItnik098mDzZB7vdzZIlM3jyyTM37pDq5nz9xVT49hTxQHD9f9AtZDkWi9YVpGBRSBMRERGRLDdzpoMRI3wxDJPZs+dRu/aJG3dIdnG+dgjld54mFhhb+2neXBSJkZkTrkXyGYU0EREREclSy5bZ6d8/bYv8iRMX07z5wRt3SHFz/rn5lN9zjovA7NaNeOmtIQpoUmBp7VhEREREsswXX9jo2dMP0zT44IMVdO2654btzVQ3J56eQ/k954gG5nZqTbcpcxXQpEBTSBMRERGRLLF1q5WOHZ24XAZ9+26kf/9vbtjeneJif/WZPLA/mktARK/OdB03VQFNCjyFNBERERG5bXv3WmjVyp/ERIPOnb9j5Mh13ChrJcansLXadB4/dIlY4OvBQbQa9VmO1SuSm+mZNBERERG5LYcPW2jWzJ/YWIPGjfcyYULUDVfDLkQnsPXxWTQ/G08C8OPogfyj58CcK1gkl1NIExEREZFb9uuvBk2a+BMdbaF27YPMnbsYm828bvvjxy7xzTPz6HYpiSTgxPihVOnYL+cKFskDFNJERERE5JacO2fQtKk/p05ZePLJ4yxePA8fH8912+/efYatdUPoF59KqgHnJ/+bsm375mDFInmDQpqIiIiI3LSYGGjWzJ/Dh61Uq3aaiIiZ+Pu7r9t+3boj7G4ZzvupHtwGxE55j0KtFdBErkUhTURERERuSnw8tGnjz48/Wrn33gusWDGVIkVSr9t+zpw9/NJ7LZ+a4AESJg/C1vqtnCtYJI9RSBMRERGRTEtOhg4dnGzdauPOOy+zatUkSpVKumZb0zQZOfIbzo/8hql/9p/QD0/bATlXsEgepJAmIiIiIpnicsFrrznZuNFO8eIJrFo1iQoVEq7ZNjXVTVDQOjxz9zHnj9eSPu5FSoehOVavSF6lkCYiIiIif8njgTff9CMqyk7hwsmsWDGJ+++PvWbbuLgU2rdfTuHPj7GItIN5k4d3Ifm1UTlas0hepcOsRUREROSGTBMGD/Zl4UIHfn4uwsODeeSRC9dse+ZMHHXrhuD7+TEWAlYgeXAbkoLG5mjNInmZQpqIiIiI3NBHH/kQHOyD3e5myZIZPP30mWu2O3jwAs8/v4AS359lKWAHUvo1Jql/cI7WK5LXKaSJiIiIyHUFBzsYNcoXi8Vkzpy51Klz/Jrt9u49R+3aC6l44jKRBvgAqb3qkvjeHDCMnCxZJM9TSBMRERGRa1q40M6gQX4ATJ68iGbNfrlmu++/P8M//7mIe6MTWWM18DUhtfM/SPi/xQpoIrdAIU1ERERErhIVZSMoKC2gffRROJ067b1mu507T/PSS4updDGJ9TYLfm6T1LZPkvBpBBj6qilyK/R/joiIiIhksHGjjW7dnHg8BoMHryEoaPs1223d+hsvv7yYCjHJbLJb8Hd5cDV7lIQJK8BizeGqRfIPhTQRERERSbdtm5VXXnGSmmrQu/cWBg/ecs1233xzioYNl3JnbApfOqwEpnpwNahG/NS1YLPncNUi+YtCmoiIiIgA8NNPFlq18ichweCVV7bz8cdrrvlI2VdfnaRx46WUiUvhG18rhVPcuOs+SPzMz8Huk/OFi+QzCmkiIiIiwunTBi1b+nP5skGDBj8SHByB5RrfFDdvPkHjxqGUjE9lq5+NIklu3M/fR9zcL8DHL+cLF8mHFNJERERECrjYWGjRwp9TpyzUrHmCefNCsNnMq9qtX3+Mpk2XUSLRxTZ/O8USXbifqUTcwvXgF+CFykXyJ4U0ERERkQIsJQU6dnSyf7+V++6LZtmymfj5ea5qt3btEVq0CKNYkosdgQ5KxKfiqVGeuMUbwb+wFyoXyb8U0kREREQKKNOEoCA/Nm+2U6JEPJGRUyhePOWqdqtWHaZ16wgKJ7vZVcSHkldS8DxalitLN0JgUS9ULpK/KaSJiIiIFFAjRviwZIkDf/9UIiKmUKlS3FVtIiN/oU2bCAJT3Owu5kvpmGQ81UoRF7YBipTwQtUi+Z9CmoiIiEgBNGuWg08+8cVq9bBgwSyqVz9/VZuwsJ9p3345AS4PP5RwUu5iEp4HixMXvh6zWBkvVC1SMCikiYiIiBQwa9bY6N/fF4CJE5dQv/6xq9osWXKATp2i8Heb7Cntz53nE/DcW4y4iPWYJcrndMkiBYpCmoiIiEgBsmuXla5dnXg8BoMHr6Fz5z1XtVm0aD9du67E122yp1wgFc7E46lYhLjIdZilK+Z80SIFjEKaiIiISAFx9KiFVq2cJCYadOy4jcGDt1zVZt68vXTrthIfj8m+uwpT8bcrmHcGEhe5GrPcfV6oWqTgUUgTERERKQCiow2aN3dy4YKFunV/ZuLE5RhGxjazZv1Ajx5rcJiw754iVDpxGbO0P3FRKzHvesg7hYsUQAppIiIiIvlcQgK0bu3k2DErjz76GwsXLsBuz3hY9dSpu+nTZx12YN8DxbjnSAxmSSdxUZF47n7YO4WLFFAKaSIiIiL5mMsFXbs62bXLxl13xRAePp2AAFeGNpMm7eRf//oCK7CvagnuO3gR8w5f4pcvw3P/494pXKQAU0gTERERyadME95+25e1a+0UK5ZIZGQwpUsnZWgzbtx2+vffAMDuJ8vxwI/nMQv7EB++CPdDT3ujbJECTyFNREREJJ8aO9aH2bN98PFxExo6lQceuJzh/TFjtjJw4CYAvvvnPfxt62+YvlYSlk7H/fAL3ihZRFBIExEREcmXFi+288EHvhiGyZw5c3j66TMZ3v/ww295770tGAZsaleFJ9ccwbQYJM78P1w1G3mpahEBhTQRERGRfGfTJhuvv+4HwJgxYTRpcij9PdM0GTnya4YN+wrDgDW9qvPc4gMAJH8aROrLPbxSs4j8h0KaiIiISD6yb5+Fjh2duFwGfftuoHfvnenvmabJ++9/xYgR32CxGKwY9DR1Z+3B8JikDGxJcucPvFi5iPxJIU1EREQknzh1yqBVK3+uXDFo0WI3I0Z8kf6eaZoMGbKFDz/8DqvVIHzkc7w0ZTdGkovUzv8gccA0L1YuIv9NIU1EREQkH4iJgVat/Dl92sKzzx5lxoxlWP74pmeaJgMHbuLTT7dhs1kI/awOjSbvxriYhOulqiSMCeOqk61FxGsU0kRERETyuJQU6NDBnwMHrFSufJ6lS+fg4+MB0gJa//4bGD9+B3a7haXT/knjqd9j/BqLu2YF4mesAZvdyzMQkf+mkCYiIiKSh5kmvP66H199ZaNUqTiWL59C0aIpAHg8Jv/61xdMnrwLh8PKkrmNaDx7L5Yfz+O5/w7iF60DZ6CXZyAi/0shTURERCQPGz7ch6VLHfj7pxIRMZW77ooH0gJaUNA6pk37Hh8fK0sXNaFR6E9YvvoVs7Q/cctWYRYr4+XqReRabN4uQERERERuzezZDj791Ber1UNIyEweffQ8AG63h9691zJv3j58fW2ELm1K/dVHsEYcxCzkID5sCWaFyl6uXkSuRyFNREREJA9au9bGW2/5AjBp0mLq1j0OpAW07t1XExKyHz8/G+HhLai14zS2KbsxHVYSQoJxV3nWi5WLyF/R7Y4iIiIieczu3Va6dnXi8Ri8++5aOnXaC/xnk5CQkP34+9uJjGzJi6disQ/dgmlA0rR/43q2uZerF5G/opAmIiIikoccP27QurWThASDDh22MWTIpvT3xozZxpQpu3E4rISFNee5hFTsPdcAkPxhT1KavOGtskXkJuh2RxEREZE84uJFgxYt/Dl/3kKtWgeZNGk5xh/nm82fv4+hQ7dgGDBz5ss877RjbxaG4TZJeasxyd1He7l6EckshTQRERGRPCAxEdq1c3L4sJVq1U4TEjIfu90EYO3aI/TqlbZiNmZMbVo+UgrHCwswElJJbfcUiUNme7N0EblJCmkiIiIiuZzHAz17Otm61Ua5crFEREyjUCEXANu3/0779pG43SZvv/0kvVs+iP25+RjRibjrVCZh3HIw9ISLSF6ikCYiIiKSyw0Z4ktkpJ3ChZOJjAymXLlEAH755QLNmi0jISGVDh2q8v7gZ3C8vATLsRg8j5YlbvZasPt4uXoRuVkKaSIiIiK52OTJDiZP9sFud7NkyTSqVLkEwO+/X6Fhw6VcuJBI/fp3M2liPex912P55hRmmQDiQlZCQBEvVy8it0Jr3yIiIiK5VGSkjcGD085Cmzp1Ic899xsAly8n06RJKCdPxvLEE2VYsKAxvjP3YJu1B9PXSvzC2Zhl7vZm6SJyGxTSRERERHKhrVutdO/uxDQNPvhgBW3bHgAgKclFq1bh7Nt3nvvuK0Z4eAsCt/+O7e0Nae9PfBf3Y3W8WbqI3CaFNBEREZFc5vBhC23bOklONnjtta/p3/8bANxuD127ruTLL09SunQAK1a0okRMEvb2kWlb7fdvSkqLt7xcvYjcLj2TJiIiIpKLREcbtGjh5NIlCy+9dIBPP12FYYBpmvTvv4GIiIMUKuQgMrIldxXxxf7cPIxLSbherkbiuzO8Xb6IZAGFNBEREZFcIjER2rZ1cvy4lcce+4158xZis6WdhTZmzFamTNmNw2ElNLQ5f6tSHHvzMCwHL+KpUpL4KVFgsXp5BiKSFXL8dsdvvvmGiAhr4gAAIABJREFUNm3a8OCDD1KkSBEWLlx4w/YnTpygSJEiV/23fv36HKpYREREJPu53dC9u5MdO2xUqBBDWNh0/P3dAMybt5ehQ7/EMGDWrAb84x8VsA3ZgnXdUcw7/IhbGAGBRb08AxHJKjm+khYfH89DDz1E27Zt6dmzZ6b7hYWFUbVq1fSfixbVP0QiIiKSf7z3ni8rVqSdhbZ8+RRKl04CYM2aI/TuvRaATz6pTfPmlbEs2Ifts+2YNgsJ8yZhVqzizdJFJIvleEirW7cudevWBaB3796Z7lesWDFKlSqVXWWJiIiIeM3UqRnPQnvwwRgAtm37jfbtl+N2m7zzzlP06lUdY+tv2PusAyB5TBCuZ5p5s3QRyQZ5ZnfHDh06cO+991KvXj0iIyO9XY6IiIhIlli1ysbAgX+ehRaSfhbawYMXaNZsGYmJLjp2rMawYX+HX2NxtInASHGT2r02yZ3f92bpIpJNcv3GIQEBAQwfPpwnn3wSm83G6tWr6dKlC8HBwbRu3fq6/Q4dOpSDVf613FaP5G26niQr6XqSrKTr6ebs3+9Pjx73Y5oGb78dRr16X3HxIpw9m0CjRpFcvJhErVrlGT68BjG/n+eO5iswzsaT+HQFDnT5ADOf/3nrepKslJuup/vuu++G7+f6kHbHHXcQFBSU/vOjjz7KxYsXGTdu3A1D2l9NPCcdOnQoV9UjeZuuJ8lKup4kK+l6ujnHjxu8/XYAyckWOnXayvvv78AwinHlSjJdu0Zx6lQcTzxRhqVLW+L0s2HvEIV1XzSeu4uSuvBz7i1a2ttTyFa6niQr5bXrKc/c7vjfqlevztGjR71dhoiIiMgtuXTJoGVLf86ft1Cr1i9MmBCJYYDL5eGVVyL54Yez3HNPUcLCWuB02rGO/hZr2M+YgQ7iQ5Zg5vOAJlLQ5cmQtm/fPm0iIiIiInlScjK88oqTQ4esVK16hpCQedjtJqZp8sYb6/j882MUL+5HZGRLSpRwYon8BfsHX2MakDjrIzyVa3h7CiKSzXL8dse4uLj0VTCPx8OpU6fYu3cvRYsWpXz58rz//vvs2rWLqKgoAEJCQrDb7fztb3/DYrGwdu1aZsyYwbBhw3K6dBEREZHb4vHA66/78c03NsqUuUJExFQKFXIB8PHHW5k9ey++vjZCQ5tzzz1FMfadw95tJQApH3QhtU5nL1YvIjklx0Pa999/T8OGDdN/HjVqFKNGjaJt27YEBwdz5swZjh07lqHPmDFj+PXXX7Fardxzzz1MnDjxhs+jiYiIiORGI0f6EBrqICAghYiIKdx5ZyIAixbt59//TjusevbsBjz5ZDk4F4+jRRhGfCqpbZ8k6fVPvVy9iOSUHA9pf//734mJibnu+8HBwRl+bteuHe3atcvuskRERESy1dy5dj75xBer1UNIyEwefvgCAFu2nKBHj9UAfPRRLZo0eQBS3DjaLcc4GYunRnkSxoaDYXizfBHJQXnymTQRERGRvGT9ehv9+vkBMH78EurUOQHAgQPnad06gtRUD6+//jivv/44mCb23muxfHMKs2wAcfNWgK/Tm+WLSA5TSBMRERHJRnv3Wujc2YnbbfD221/QteseAH7//QqNG4dy+XIyjRvfz+jRLwBgHfUt1oU/YvrbiV+0ALN0RS9WLyLeoJAmIiIikk1OnTJo3dqfuDiDVq12MWzYBgCuXEmmefMwTp26Qo0aZZk9uwFWqwXLov3Yh3+NaTFInDUa98PPe3cCIuIVCmkiIiIi2SA2Flq18uf0aQvPPnuUadPCsFiuPgtt2bLm+PnZMb7+FXvPNQAkj+5Bar1uXp6BiHiLQpqIiIhIFktJgY4dnRw4YOX++6NZsmQ2Pj6e656FZhy6iKN1OEaKm9Te9UjuPtrbUxARL1JIExEREclCpglBQX5s3mynZMl4IiODKVYsFbj2WWhEJ2BvugzjYhKul6qSMHyhl2cgIt6mkCYiIiKShUaO9GHJEgf+/qlERARTsWI8cJ2z0JJcOFqFYzlyCc8jZYifthKsOX5CkojkMgppIiIiIllk9mwHY8aknYW2cOFMHnssGrjOWWgeE3v31Vi++w2zXCBxi1ZBQBFvli8iuYRCmoiIiEgWWLvWxltv+QIwceJi6tU7DmQ8Cy0o6I+z0ADb8K+whv6EGWAnfukizDJ3e6lyEcltFNJEREREbtOuXVa6dnXi8RgMHryGzp33AhnPQmvS5H5Gj34RAOv8fdhGf4dpNUiY+ynuKs96s3wRyWUU0kRERERuw7FjFlq3dpKQYNCx4zYGD94MZDwLrWbNssya1QCLxcCy+QS23msBSP74dVy1OnixehHJjRTSRERERG5RdLRB8+ZOoqMt1KnzMxMnLscwDFJS3LRpE3H1WWg/R2NvE4Hh8pD6xsskdx3u7SmISC6kkCYiIiJyCxISoG1bJ0ePWnnkkd9ZuHABdruJx2Py6qur2LjxBCVLOomKaknx4k44G4+9yTKMy8m4Gj1MwrB53p6CiORSCmkiIiIiN8nthldfdbJjh40KFWIID59GYKAL0zR5++0NhIb+RGCgg8jIVtx9d1FITMXRMgzLict4qpcjfspKsFi9PQ0RyaUU0kRERERugmnCgAG+rF5tp2jRJCIjgylTJgmAMWO2MXnyLhwOK0uXNuORR0qlbbXfdSWWHacxKxQmLmQ1OAO9PAsRyc0U0kRERERuwrhxDmbM8MHHx01o6FQqV74MwLx5exk6dAuGATNnvszzz98FgO29LViX/4JZyEHckiWYpe7yZvkikgcopImIiIhk0tKldoYN88MwTGbNmsszz5wGYNWqw/T+Y8fGTz6pTYsWDwJgnfkDtk+3YdosJMwbj+fBJ71Wu4jkHQppIiIiIpmwZYuVPn38APjwwwiaNfsFgG+/PcUrr0TidpsMHPgUvXpVB8Cy4Ri2Nz8HIHnsv3A938Y7hYtInqOQJiIiIvIX9u+30KGDP6mpBkFBmwgK2g7AgQPnad58GUlJLrp2fZihQ/8OgPFTNPZ2yzHcJin9GpPcYag3yxeRPEYhTUREROQGfvvNoGVLf2JjDZo1+4HRo9cBcPJkLA0bLiUmJpmGDe9j3Li6GIYB5xOwN1uGEZuCq/EjJA6Z5eUZiEheo5AmIiIich2XL0PLlv78/ruFp58+xsyZS7FY4MKFRBo1WsLvv8fxzDN3MnduQ2w2CyS7cLSJwHL8Mp5HyxI/OUpb7YvITVNIExEREbkGtxu6dXNy4ICVBx44T2joLHx9PcTHp9C0aSgHD16katUSLFvWHD8/O5gm9j7rsHx7CrNsAHEhK8G/kLenISJ5kEKaiIiIyDUMHerL+vV2ihdPYPnyKRQrlkpqqpv27SPZseM0FSoUIjKyJUWK+AJgHbMV68IfMZ024hctwCxzt5dnICJ5lUKaiIiIyP9YuNDOpEk+2GweFi2aQcWK8Xg8Jj17rmHduqMUL+7HypWtKVs27VBqS8RB7EO/xDQgcfr/4X74ee9OQETyNIU0ERERkf+ybZuVvn3TttofN24Jzz77OwBDhmwmJGQ//v52wsNbcN99xQAwdp3G3m0lACnvdyb15e7eKVxE8g2FNBEREZE//PqrwSuvOElJMejV60u6dt0DwGefbWfs2O3YbBYWLWrCE0+UTetwKhZHi3CMRBepHZ4hKWisF6sXkfxCIU1EREQEiI+Hdu38OX/ewosv/sJHH60BYNGi/QwatAmAadNeok6dP541i0vB0SIM40wc7mcrkfBJGBiGt8oXkXxEIU1EREQKPI8Hevd2sm+flXvuucD8+Quw2Uw+//wo3buvBuDDD1+kbdsqf3QwsXdZiWXPOTx3FyV+3mpw+HpxBiKSnyikiYiISIH30Uc+REbaKVQomWXLplGsWAo7d56mXbvluFwe+vWryRtvPJHe3vbeFqwrD2EW8SF+cShmsTJerF5E8huFNBERESnQIiNtjB7ti2GYzJ07h8qVL3P48EWaNg0lPj6V9u2rMmLEc+ntrXP3Yvt0G6bNQsLc8Xjuf9yL1YtIfqSQJiIiIgXW3r0WevVyAjByZCT16x/jzJk4GjZcSnR0InXrViI4uD7GH8+aWb48ie31dQAkf/omrudae612Ecm/FNJERESkQDp3zqBdO38SEgzat9/Ov/61ldjYZJo0CeX48ctUr16GhQubYLdbATAOX8TeNgLD5SE16CWSO/7byzMQkfxKIU1EREQKnORk6NDByalTFmrUOMnEiZGkpLho0yaCPXvOcc89RYmIaEFAgCOtw6Uk7M3CMC4m4f5nFRKGzfPuBEQkX7N5uwARERGRnGSa0K+fH9u22ShXLpYlS2bhcLjo3Hk1mzadoFQpf1asaEWJEmm3QZLqxt5uOZZDF/FUK0XctJVg1VcoEck++hdGRERECpTJkx0sXOjAz89FaOg0SpVK5J13NhIa+hOBgQ6WL29JpUpF0hqbJra+X2DdfAKzlJO4kCgILOrdCYhIvqfbHUVERKTA2LDBxnvvpZ1nNm3afB59NJqxY7czceJO7HYLS5Y05ZFHSqW3t07ahW3mHkxfKwkhszHLP+Ct0kWkAFFIExERkQLh0CELXbo48XgMBg1aS4sWBwkJ+ZHBgzcDMGPGy7zwQsX09pbNJ7AN3AhAUvBQXNXr5XzRIlIgKaSJiIhIvhcTA23aOImNNWjUaC9Dhmzmiy+O0qPHGgA++uhFWrV6KL29ceIy9lciMdwmKf2bkNL0TW+VLiIFkEKaiIiI5GsuF3Tp4uTIESvVqp1h5syl7N59mrZtl+NyeejXryZBQU/8p0N8CvZW4RgXEnHXfZDEQTO8V7yIFEgKaSIiIpKvDR7sy6ZNdooXTyA0dDpnzpyjWbNlxMen0q5dFYYPf+4/jU0Te881WPaew3NvMeKmRWknRxHJcfpXR0RERPKtGTMcTJ3qg93uZvHi6fj4nKV+/aWcP59AnTqVmDLln1gsRnp766fbsS77GTPATvyCxVCkhBerF5GCSiFNRERE8qUNG2wMGJC2k2Nw8CL+9rfj1K27jOPHL/PYY6UJCWmC3W5Nb2/5/Ci29zYDkDh1JJ7KNbxRtoiIQpqIiIjkPz/9lLaTo9ttMGDAOlq23EPTphH88MNZ7rmnKBERLQgIcKS3N45cwt4pCsOElEGtSH25uxerF5GCTiFNRERE8pXoaIPWrf2JjTVo2vQHhgzZSLduq9i48QQlSzpZsaIVJUv6/6fDlWTsLcMwYpJxNahG4tvB3iteRARtHCIiIiL5SFIStG/v5ORJC9Wrn2LGjFCGDNnE0qU/ERDgYPnyllSqVOQ/HTwm9m6rsPx0AU/l4sRPjgSL9fofICKSAxTSREREJF8wTQgK8mPbNht33nmZ0NAZzJ69jXHjdmCzWVi8uAmPPlo6Qx/rh99iXXEIs7AP8QuWQqFiXqpeROQ/FNJEREQkX/j4Yx9CQx0EBKQQFjaVbdv28PbbGwCYOvWf1KpVKUN7y8pD2D/4GtOAxBkf4rn3MW+ULSJyFYU0ERERyfPCw+383//5Yhgm8+bNIT5+L126rMQ0Ydiwv9OuXdUM7Y2DF7B3XQlAytAOpNbp7IWqRUSuTRuHiIiISJ62Y4eVXr38ABg9OoJ7793JCy+Ek5TkomvXh3nnnacydohJwt4yHONKCq5mj5H0r3FeqFpE5PoU0kRERCTPOnnSoF07J8nJBq+++g2tW2/ihRdCuXAhkfr172bcuLoYxn8Oq8btwd5lBZZDF/FULUn8hAgwdGORiOQuCmkiIiKSJ8XGQps2/pw/b+HFF39h+PBwGjYM49ixGB57rDTz5zfGZssYwGzDv8a69ihmMV/iFoSDf2EvVS8icn361ZGIiIjkOS4XdOvm5MABKw88cJ558+by2mtR7Nx5mrvuKkxYWPMMh1UDWMJ/xvbhd5gWg4RZn2FWrHqd0UVEvEshTURERPKcwYN9+eILO3fckUhY2FSGD1/DypWHKVrUl8jIlpQuHZChvfHjeezdVwOQPKIbrufbeKNsEZFMUUgTERGRPGXGDAdTp/pgt7tZvHg6y5dvYOrU7/HxsRIa2pwHHrgjY4eLidhbhWPEp+JqXZPkXh97p3ARkUxSSBMREZE8Y8MGGwMG+AIQHLyIU6fWM2TIZgwDZs5swDPP3JmxQ4obe7vlWI7F4HmkLPGfhcF/byQiIpILaeMQERERyRN++slCly5O3G6DAQPWUb78aho0WAXAqFEv0Lx55YwdTBNb0DqsW05ilvYnbv5y8Au4xsgiIrmLQpqIiIjketHRBq1b+xMba9C06Q+0aBFK7drhpKZ66N27Om+88cRVfaxjtmKbtw/Tz0Z8yBzM8vd7oXIRkZunkCYiIiK5WkoKdOjg5ORJC9Wrn2L48NnUr7+Uy5eTadTofj766MWMZ6EBlmU/YR/6JaYBSdOH436sjpeqFxG5eXomTURERHIt04S33/bju+9slC17hTlzgmnffjGnTl2hZs2yzJnTAKs149cZY9tv2F9Nuw0y5YMupDTo5Y3SRURumUKaiIiI5FqzZjmYO9eBr6+LkJBg+vYNYc+ec9x7b1GWLWuOn589Q3vjeAyOluEYyW5SOz9H0uufeqlyEZFbp5AmIiIiudLXX1vTd3KcPDmEWbMWsH79cUqUcBIZ2ZLixZ0ZO8QkYW+6DON8Au4X7yfh41Dt5CgieZJCmoiIiOQ6J04YdOrkxOUy6NdvA8ePT2fevH34+dkIC2vO3XcXzdgh1Y29/XIsP1/A82AJ4mavAbvDO8WLiNwmbRwiIiIiuUp8PLRv78+FCxbq1v2ZJ54Ipm3brzEMmDevEU88UTZjB9PE9q8vsG48gVnSSdziSCh8x7UHFxHJAxTSREREJNcwTejTx48ff7Ry770XGDhwPI0arQBg+PDnadDgvqv6WMduxzZrD6avlYRFszDveiinyxYRyVIKaSIiIpJrfPKJD8uXOwgMTGHGjIl06bKIuLgUWrV6kH79alzV3rL8ILYhmwFImvY+rur1c7hiEZGsp2fSREREJFdYvdrGiBG+GIbJrFmz+eCD2Rw79v/s3Xd0VAX6xvHvnZZG701AOggiC2sHC0oTAekdESlSrKigwqKsIHWpBgwCUgIEElqAUASlCNJUEKRIB2khhjDpM3N/f2TX38ZkxRJmUp7POf5B8g4+c849mTzce98bS716JQkObp7hWWjG/svYX4jEMCF5VE9SWg32UXIRkaylkiYiIiI+d+yYhf7907Y1vv9+JNu3z2Hr1nOUKBHI0qVtCQxMv2qfczdxtA/HSHSR2vNRkl6Z6oPUIiJ3hkqaiIiI+FRsLHTtGsitWwbt239D6dKzmD59P3a7hdDQ5yhfvkD6F9xMxtFuBcbVeNyNKpMwcYVW7YtIrqJ70kRERMRnXC7o3TuQ06et3HffT/TrN4Nnn90IwOTJT/PII+V+9QIP9h6rsRyJxlO9KM4FG8Dh74PkIiJ3jkqaiIiI+MyoUf5s22anWLEEpk+fRseOYSQnu+nb9z5efPG+9MOmie2NLVg3n8EsFoBz2SooVMI3wUVE7iBd7igiIiI+sWSJnRkz/LDZPCxYMJs33ljI5ctOHnmkHBMnPpVh3jp9P7ZPvsH0s5IQGoJZsY4PUouI3HkqaSIiIuJ1Bw5YefXVAAAmTw5j6dJ57N37E+XK5Sc0tA0OhzXdvCXyJLZhWwFICn4P1/0tvZ5ZRMRbVNJERETEq65cMejePZDkZIO+fXeRmvopCxYcJiDARlhYW0qUCEo3b3x/HXvvf6/aH9GVlLav+Si5iIh36J40ERER8ZqkJOjRI5DLly088shpWrX6mDZtPgdg1qzm1KtXKv0LohOwdwjHcKbg6vB3kl6f6YPUIiLepZImIiIiXmGa8PrrAezbZ+Ouu24ybtwMWrdeidttMnTog3TsWCv9C1Ld2LuvxnL2Jp56ZYiftlKr9kUkT9DljiIiIuIVs2c7CA11EBDgYv78mbz00iJu3EikadNKjBrVMMO87a2tWL88j1kyEOei1RCQzwepRUS8TyVNRERE7rjt2628+27a88xmz17I9OmfcfjwdapWLcL8+c9itab/lcQ691tssw5iOqwkLArBLFvVF7FFRHxCJU1ERETuqPPnDXr3DsTtNhg6dDOnTs1j1aoTFCjgYPnythQqlP5h1Maui9he3QxA0pTXcf39GV/EFhHxGd2TJiIiIndMQgJ07x7EjRsWmjQ5RoMGs+nceQeGAfPnt6J69aLpX3A+DkeXlRipHlIHNSOl67u+CS4i4kMqaSIiInJHmCa88koAhw5ZqVQphnfemc6zz64F4P33H6N588rpXxCfgqNjOMb1BNxPViPh/YU+SC0i4nu63FFERETuiJkzHSxf7iAoKJU5c2bSp88Sbt1KoX37Ggwd+kD6YdPE3m89lu+u4alcmPhP14LN7pvgIiI+ppImIiIiWe6LL6yMHJl2r9knn3zGRx/N49Spn6lbtwSzZ7fA+NUqfeu43VgjjmPmdxAfGoZZuKQvYouIZAsqaSIiIpKlzp5NWxTi8Ri8/fZGDh6cw6ZNZyhWLIBly9oSGJj+DJll7Uns7+/ANCBxzlg81f/uo+QiItmD7kkTERGRLBMfD926BfHzzxaaNz9KjRrB9O79NVarweLFbahQoWC6eePIdewvRAKQ8o+epDbt44vYIiLZikqaiIiIZAnThCFDAjhyxEqVKjd4/fXptGq1DoDx4xvTqFH59C+4kYi9fTiGMwVXh7+T9MpUH6QWEcl+VNJEREQkSyxcWIqICAf586cwe/Y0evcOJTHRRY8etXnppb+lH051Y++2CsvZm3jqlSF+agT86j41EZG8SvekiYiIyF/2+ec2Zs4sC8Ann8zjgw/mc/58HA0alGbatKYZFoXY3tqK9cvzmCUDcS5aDYH5fRFbRCRbUkkTERGRv+TMGQsvvJC2KOTddzewY0cIX355nlKlgli69Dn8/dNfuGOd9x22WQcxHVYSFoVglq3qo+QiItmTSpqIiIj8aU4ndOsWyM2bBk2afEO5cjP4+OMD2O0WQkPbULZs+jNkxq6L2F7ZBEDSlNdx/f0ZX8QWEcnWdE+aiIiI/CmmCYMGBXL0qJXq1a/Tp89H9OixEYApU57moYfKpX/B+TgcXVZipHpIHdiMlK7v+iC1iEj2p5ImIiIif8q//uXH6tV2ChRIZubMaXTvHklKipt+/erxwgv3pR+OT8HRMRzjegLuJ6qS8MFC34QWEckBdLmjiIiI/GGbNtkYPdoPwzAJCZnHu+/O5cqVBB5+uBwTJjROP+wxsfdZh+W7a3gqFyZ+biTY7Jn/xSIiopImIiIif8ypUxZefDEQ0zQYMWIdGzfO4uuvf6J06SBCQ9vgcFjTzdtG78C6+gRmQT/ilyzHLFzSR8lFRHIGlTQRERH53W7dgq5dA4mLM2jV6hBFikxn7tzv8Pe38emnT1OyZFC6ecuyo9g+2o1pMUiYNxlPtQY+Si4iknPonjQRERH5XTweGDAgkOPHrdSseY0+fabQrt0WAGbObErdusXTzRv7fsLefz0AyWP743qym9czi4jkRLc9k/bFF1/8rr8oNTWVPn36/NU8IiIikk2NG+fHunV2ChZMZurUqfTtuwyXy8OQIQ3o2rV2+uGLcTg6RmAku0nt/RjJ/cb6JrSISA5025LWpUsXNm3a9Jsz8fHxdOjQgbVr12ZZMBEREck+Vq+2MW6cPxaLyZw5cxg2bC7XriXwxBMVGDPmifTDCak4Oq3EuBKPu2ElEsYtA8PwTXARkRzotiWtZcuW9OjRg8jIyEy/f+PGDVq2bMnevXtZuFDrdEVERHKb77+38NJLgQB8+OEqIiKCOXjwChUrFmThwtbYbP/164THxN53HZaDV/DcXYj4z9aBw99HyUVEcqbblrRPPvmEDh060Lt3byIiItJ979y5czRt2pSzZ8+yatUqmjZteseCioiIiPfduGHQtWsQCQkGXbrsB6azZMkRAgPthIW1pWjRgHTztjG7sEYcxyzgIH5JGGaR0r4JLiKSg912cYhhGMyYMQN/f3/69etHcnIyXbp04fDhw3Ts2BGr1cqGDRuoUaOGN/KKiIiIl6SmQq9egZw/b6F+/Yu0ajWJbt2+AOCTT1pQp06JdPP+a05h+3AXpsUgce4EPDXu90FqEZGc73dvd5w4cSJ+fn4MHjyYI0eOsGDBAkqXLk1ERARly5a9kxlFRETEB955x5+dO22UKuVk1KgJdOkSgcdj8s47D9OuXfp/nDUOXKbwa18CkPzPPqQ+1csXkUVEcoU/tIL/ww8/JCAggMmTJ9OgQQPCwsIoVKjQncomIiIiPvLZZ3ZCQvxwONzMnDmdAQPm4XSm0LFjTd5779H0wz/dwtEhAiPJTWrPR0l+aYJvQouI5BK3LWmVK1fG+NVGJtM0OX78OA0aZHwg5Y8//ph16URERMTrdu+2MnRo2r1mkyYt4sMPp3Hp0i0efLAss2e3SP97QWIqjo4rMS47Sbq/HMkTV2iTo4jIX3Tbkvbiiy9mKGkiIiKSO124YNCjRyCpqQaDBm1j8+Yxv2xyDAtri7//f/3qYJrY+2/AcuAyngoFOf5hMBW1yVFE5C+7bUkbPny4N3KIiIiIjyUkQLduQURHW2jc+AR2+7usWXOCggX9WLmyPcWLB6abt47bjXX5D5j57CQsXUKqrbiPkouI5C63XcEvIiIiuZ9pwuDBARw6ZKVSpRiaN3+HKVN2Y7NZWLKkDTVqFEs3b1l5HPv7OzANSPz0I9w1H/ZRchGR3OcPLQ4RERGR3Olf//IjIsJBvnwpvPXWBwwevBKAqVOf5oknKqabNb69iv3FdQCkfNCb1KZ9vJxWRCR305k0ERGRPC4qysbo0X4YhsmHH85g2LBZuFweXnvtfl544b70w5edONqHYySkktrtIZIGT/bGwhp8AAAgAElEQVRNaBGRXEwlTUREJA87ftxC376BmKbB0KGrmDJlNLGxyTz7bFX++c/H0w8npuLoFIFx6RbuByuQMDlCmxxFRO4AlTQREZE8KjYWunQJ5NYtgzZtvmHnzpc5cyaWevVKMm9eSyyW/ypgHhP7i+uw7LuMeVcB4hdGgl+A78KLiORiKmkiIiJ5kMsFL7wQyOnTVu699yfs9r7s3n2RMmXysWJFO4KCHOnmbR/swBpxHDO/g/iwpZjF7/JRchGR3E8lTUREJA8aNcqfrVvtFCuWwOOPD2b58gMEBdmJiGhPmTL5081aFn+PbdxuTItBwvxJ2uQoInKHqaSJiIjkMUuW2Jkxww+bzUPfviOZNm0lFovBggWtqFu3ZLpZY+cF7C9tACB5wiBcjXv4IrKISJ6ikiYiIpKH7Nlj5dVX0+4lGzIkhMmTpwAwbtyTtGhRJd2s8WNM2qKQVA+pA5uS3OefXs8rIpIXqaSJiIjkEadPW+jaNZDkZIOuXT9n0aLXSU52079/PQYNqp9+OCYRe9twjJgk3M1qkTB6sW9Ci4jkQSppIiIieUBMjEGHDoHExFho3Ph7DhzoyvXrCTRpcjcTJz6F8d+r9FPc2LuswnIyBk+dkjhD1oHV5rvwIiJ5jEqaiIhILpecDN27B3LqlJXatX8iNbUTx49f4557irFwYWtstv/6dcA0sQ3ZiHX7ecxSQTiXrIX8hX0XXkQkD1JJExERycVME4YMCeCrr2yULn2LcuU6sX37UUqUCCQ8vD0FCvilm7dO+hrbgsOYATbil3yGWa6aj5KLiORdKmkiIiK52LhxfoSFOQgKSuX++3sTFbWTAgUcrFnTkQoVCqabtaw8jn3ElwAkhYzGXe8pX0QWEcnzVNJERERyqaVL7Xz0kT8Wi0mTJkNZvTqcgAAbEREdMq7a338Ze59IAJI/eJ6Uli/5IrKIiOCDkrZr1y46d+5MzZo1KVSoEIsX335b1JEjR2jRogWlSpWiZs2ajBs3DtM0vZBWREQkZ9q508qQIWmr9lu0mMzKldOw2SyEhrbhkUfKpR8+H4ejQzhGoovUXg1JGvIvHyQWEZH/8HpJi4+Pp1atWnz00UcEBATcdj4uLo7nnnuOEiVKsHXrVj766COmT5/OjBkzvJBWREQk5zl50kL37oGkpho88UQ4kZFDMQyYM+cZmjWrnH74VjKOdiswrsTjblSZhAnL4b83PYqIiNd5fZ9ukyZNaNKkCQADBw687fzy5ctJTEwkODiYgIAAatWqxYkTJ/j4448ZPHhw+pXBIiIieVx0dNqq/dhYC3/72x62besIwJQpTejUqVb6YZcHe881WL6/jqdaUZwLNoDD3wepRUTkv2X7e9L27t3LQw89lO6sW+PGjbl8+TLnzp3zYTIREZHsJSkJunUL5OxZK5Urn+bQoacBD6NGNaRfv3oZ5m1vb8UadRqzqD/xSyOgUAnvhxYRkQyy/ZMpr127RpkyZdJ9rXjx4r98r2LFipm+7uTJk3c62h+S3fJIzqbjSbKSjqfcweOB996rxNdf2yhWLJpLlx7H5XLSr18dXnyxOjExMenmA+cfodDHBzDtFk5NGEWsOxCy4FjQ8SRZSceTZKXsdDxVrVr1N7+f7UsakOGSxv8sDfmtSx1v98a96eTJk9kqj+RsOp4kK+l4yj3++U8/Nm/2JzAwieTkZiQlXaBnzzpMmdI8w+elZdNp7CN2A5A0YxjF2w6geBZk0PEkWUnHk2SlnHY8ZfvLHUuUKMG1a9fSfS06Ohr4/zNqIiIiedmiRXYmTvTHavXgcHTi1q0DtGpVjZkzm2UoaMaha9i7r8bwmKS83Z6UTm/5KLWIiPwv2b6k3X///ezevZukpKRfvrZt2zZKly5NhQoVfJhMRETE97780sqrr6bdt12w4OvExq7hiScq8Nlnz2Kz/epj/kIcjjbLMW6l4GrfgMRhn/ggsYiI3I7XS5rT6eTQoUMcOnQIj8fDxYsXOXToEBcuXADg/fffp1WrVr/Mt2/fnoCAAAYOHMjRo0dZs2YNU6ZMYeDAgdrsKCIiedrx4xZ69AjC5TIoWnQGMTFTadCgNMuWPYe//6/uaIhNSitol524G1YifuZaMLL9v9WKiORJXv/p/M0339CoUSMaNWpEYmIiY8eOpVGjRowZMwaAK1eucObMmV/mCxYsyMqVK7l8+TJPPPEEb775JoMGDWLw4MHeji4iIpJtXLtm0KFDEHFxBoULR3LjxsvUrFmUVas6kD+/X/rhFDf2ziuxHI3GU6MYzoVR4Hf7Z5WKiIhveH1xSMOGDYmNjf2f3w8ODs7wtXvuuYcNGzbcyVgiIiI5RmIidO0ayPnzFgoU+Jaff+5IhQoFWLu2E0WL/qp8mSb2ARuwfnkes1QQzrBIrdoXEcnmdJ2DiIhIDmKa8PLLAezfbyMg4BJxcU0pWdLCunWdKFs2f4Z52/s7sC45ghlkJ37ZQszyNXyQWkRE/giVNBERkRxk8mQ/li93YLMlkJjYjIIFb7J2bUcqVy6cYdb66bfYxu3GtBokfjYRd90nfZBYRET+KJU0ERGRHGLtWhujR/sDHlyuzgQEHCMioj116mS8fNESdQrbK5sASJ7yKqlP9fJyWhER+bNU0kRERHKAw4ctDBgQ+O8/DcdiiWTRotY8/HC5DLPGwStpz0Jzm6S81Y7kHv/wblgREflLVNJERESyuevXDbp0CSI+3sAwFgLjmTTpKVq0qJJh1jh3E0fbFRjxqaR2eZDE4SHeDywiIn+JSpqIiEg2lpwMPXoEcvGiBat1D6bZl5df/jsDBvwt4/DPSdhbh2Fcjcf9WBUSpq7Ss9BERHIg/eQWERHJpkwTXnstgD17bFitl3C729C6dQXGjn0i43CyC0fHCCzHY/DcUwLngo3g8Pd+aBER+ctU0kRERLKpGTMchIY6sFgScLtb0qCBhblzW2KxGOkHPSb2F9dh2XkBs0w+nMsioWBR34QWEZG/TCVNREQkG9q0ycbIkWlnwjyeHlSseIYVK9oRGGjPMGsb8SXWFccw8zuID1uCWa6at+OKiEgWUkkTERHJZo4ds9CnTyCmaQAjKFRoHatWdaBkyaAMs9ZZB7FN/hrTZiFhwVTctRt6P7CIiGQplTQREZFs5MYNg86dA7l1ywCWYrONISysLdWrZ7x80RJ5EtsbWwBImj4U1xNdvJxWRETuBJU0ERGRbCIlBXr2DOTsWSuwH3iBTz5pQcOG5TPMGvt+wt5zDYbHJPndzqR0ecfreUVE5M5QSRMREckGTBPeesufXbtsGMZPQGtGjqxPly73ZJg1zsTiaBeOkegiteejJA0N9n5gERG5Y1TSREREsoGQEAfz5/sBiZhmG3r0KMKwYQ9nHPw5CftzyzGuJ+BuXI2ESeFgGBnnREQkx1JJExER8bFt22wMH/6fZ5q9wOOPX2PGjGYYvy5fKW7sXVamPQutdgmc86LA7uf1vCIicmeppImIiPjQjz9aeP75ANxuA/gnNWtuZsmSNjgc1vSDpol9UBTWL89jlgrCuWQtFCjik8wiInJnqaSJiIj4SGwsdO4cyM2bFmAlJUuOY+XKDhQq5J9h1jpuN9ZF32MG2ohfugDzrureDywiIl6hkiYiIuIDLhf07h3Ijz9agW8JCHiB8PC2VKhQMMOsZelR7O/vwDQg8dOxuO9r7P3AIiLiNSppIiIiXmaa8Oab/mzbZgeuAq1ZsOBJ6tcvnWHW2HkBe//1ACR/1J/U5n29G1ZERLxOJU1ERMTLZsxwMG+eH5AEtGHSpGq0bFk1w5xxMgZHpwiMFDepA54muf84r2cVERHvU0kTERHxotWrbYwYEfDvP/Vg8GAXAwfWzzgYnYD9uRUYMUm4m99DwodLvJpTRER8RyVNRETES/bts9K373+WgrxN9+7HGDfuyYyDSS4cHSOwnPoZT93SOEPWgdXm1awiIuI7KmkiIiJecPasQceOfqSkWIFPaNlyJcHBzbFYfvUsNI+Jvf96LLsvYZbNj3PpOshXyCeZRUTEN1TSRERE7rDYWGjb1o+ff7YDG2nUaBwLF7bCZsv4MWwbvQNr2A+Y+ezEhy3BLF3J+4FFRMSnVNJERETuoJQU6NzZwenTfsBh7rtvCCtWtMLfP+Pli9aFh7F9tBvTapDw2STc9zzq/cAiIuJzKmkiIiJ3iGnCwIE29uwJAC5TtWp31q1rTv78fhlmLV+cwzYwCoDkiUNwNe7p5bQiIpJdqKSJiIjcIWPGWFixIgiIp0yZzkRFPUqRIgEZ5oxj0dg7r8RweUh55RmSe3/g/bAiIpJtqKSJiIjcAUuWWJgwIT/goXDh3mzZUpMyZfJnHLwaj73NCoybybha1yXxHwu8nlVERLIXlTQREZEstnOnhUGD0lbtBwQMZfPm/Nx9dyYbGhNScbQPx3LuJp4G5YgPjgSL1ctpRUQku1FJExERyUInThi0a2fB47Fjs00nKiqae+4pnnHQY2LvE4ll/2XM8gVxhq6HwEzOtImISJ6jkiYiIpJFoqMNmjRJITk5CMNYy8qVX3H//WUynbUN24p11QnMgn44w5Zjlijv5bQiIpJdqaSJiIhkgaQkePLJm8TGFgMOMH9+KE89VSHTWeu0fdim78e0W0hYOB1Pjfu9G1ZERLI1lTQREZG/yOOBFi2ucv78XcB5Jk6cTMeOmRc0y4ofsL+9FYCk4HdwNeroxaQiIpITqKSJiIj8RT17nufgwWpAHG+88Q8GDbor0zlj5wXsfdYBkPxBL1LaD/ViShERySlU0kRERP6C4cNPERlZB3DRpcsI/vnPkpnOGUev4+gQjpHiJrX/UyQNmeLdoCIikmOopImIiPxJs2adJji4DgCPPz6WTz/1z3zw0i0crZdjxCbjalWXhDFLwTC8mFRERHISlTQREZE/ITLyMsOGVQXs1Ko1h3XrnBiZFa+4ZBzPLce4eAv3gxWIn70OrDav5xURkZxDJU1EROQPOngwll69igH5KFVqJV99dRyLJZOCluLG3nkllsPX8VQrSnxoFATk83peERHJWVTSRERE/oALF5Jo3tzA7S5Gvnzb2b9/J35+1oyDpol9wAas285hlgzEGbYGs0hp7wcWEZEcRyVNRETkd4qLc9OwYSzJyeWx2w+xa9dKiha1ZzprG7kd65IjmEF24sMWYVa8x8tpRUQkp1JJExER+R1SU00effQCsbHVMYxzREZ+SrVqfpnOWmcfxDZxD6bVIGHBZNx1n/RyWhERyclU0kRERG7DNKFZszOcP18XuEFIyGQaNQrIdNay9iS217cAkDTjTVyNe3gxqYiI5AYqaSIiIrfx/POnOXCgHpDIe+99SLdumRc0Y88l7D3XYHhMkt/rQkqXd7wbVEREcgWVNBERkd8wYsR5Vq+uB7jp3v193n3XkemccTIGR/twjCQXqc83IumNj70bVEREcg2VNBERkf9hzpwrTJ9eC4CGDcfwySdm5oNX47G3CsO4kYi7WS0SJobrYdUiIvKnqaSJiIhkYuPGWN58szxgpWrV6WzYcCvzh1U7U3C0XYHl7E089cvi/HQD2DLf+CgiIvJ7qKSJiIj8ynffJdK1awFMM4BixZawe/cZrNZMPjJdHuzdV2M5eAVPpcI4l0ZBUEHvBxYRkVxFJU1EROS/XLzoolkzE7e7MIGBm/n66z0EBWVyH5ppYhu4AevG05jFAohfsRKz+F3eDywiIrmOSpqIiMi/xcWZNGoUR2JiaWy2/XzxxSrKlMl8k6PtvS+xLfweM9BGwrK5eCrd5+W0IiKSW6mkiYiIACkp8Nhj14mJuRvDOMny5XOoUyd/prPWqXuxTf4a02YhYeG/cNVv7uW0IiKSm6mkiYhInmea0LLlFc6cqQpcY8qUCTRrVijTWUvo99iHbQMgKfgdPaxaRESynEqaiIjkeX36XGHv3uqAk9deG0G/fkUynbNEncLebz0ASWP7kdJhqBdTiohIXqGSJiIiedo//nGdiIjqgIs2bYYzZkzhTOeMPZewd12F4TZJeaM1yS+N925QERHJM1TSREQkz5o+PZqpU6sA0KDBuyxeHJjpnPFDNI62KzASXaT2fJTE9+Z5M6aIiOQxKmkiIpInhYbeYMSI8gBUrTqGLVvcWCyZPKz6QhyOZ8Mwfk7C9UxtEiavBEMfnyIicufoU0ZERPKcjRtjGTSoFGCnTJlg9uy5gZ+fLePgjUQczy7DuHQL98MViZ8TBTa71/OKiEjeopImIiJ5yr59Trp2LYhpBlKkyFL27z9BYGAmxSs+Bcdzy7Ecj8FzTwmcoZsgIJ/3A4uISJ6jkiYiInnGsWMJtGhhxe0uRFBQFPv27aZwYb+Mg6lu7N1WY9l3GbN8AZwroqBQCe8HFhGRPEklTURE8oSLF5N44olkUlNL4ef3FXv2rKdMmYCMgx4Te/8NWDeexiwWgDNiFWbpSt4PLCIieZZKmoiI5HoxMSk88sjPJCZWxGb7ni++WEaVKplscjRNbMO3YV1yBDPITnzYAjxV/ub9wCIikqeppImISK6WmOjmwQcvcfNmDSyWs0RGhnDffZmcQQOsk/dim7YP024hYdE03H972stpRUREVNJERCQXc7tNHnroBNeu3YdhXCU0dBqPPfY/CtrCw9jf+wLTgKTZI3A90cXLaUVERNKopImISK7k8Zg8/vh3nD37IBDHzJmTad3akemsZd2P2F7aAEDyuAGktH3Ni0lFRETSU0kTEZFcqXXrfRw+/BiQzOjR4+ndO5MHVQPGzgvYu6/GcJukvNmW5H4feTeoiIjIr6ikiYhIrtOz52527HgacPPqqxMYOtSV6Zyx5xKO51ZgJLlIff4xEt/51LtBRUREMqGSJiIiucrrr3/FmjVNAOjefSpjxzoznTP2X8bROgzDmYKr0/0kTAoHI/OzbSIiIt6kkiYiIrnGhx9+zdy5jQELzZuHEBJyLdM549urOJ5dhhGXgqvt34ifuQ6sNu+GFRER+R9U0kREJFcIDt7HhAkPAQ4eeGAp4eGnMp0zvr+Oo+UyjNhkXM/eS/zsKLDZvRtWRETkN6ikiYhIjhcaeoDhw+sC+alRYz2ff/5NplcuGj9E42ixFONGIu5mtYifsxHsmW98FBER8RWVNBERydEWLdrJwIHVgOKUK7eDr7/ejtWasaEZJ2PSCtr1BNyNq+Ocvxn8Mn9mmoiIiC+ppImISI41b94mBg+uAZSjZMmDHDy4AUcmJ8aM0z/jaLYE40o87kaVcS76HPyDvJ5XRETk91BJExGRHGn27Ahee602UJkSJY7y3Xfh5M/vyTh47iaOZksxfnLifuRunEu2QkA+r+cVERH5vVTSREQkx5k2bSFvv30fUJMSJU5x8GAoBQu6Mw5ejEs7g3YhDvcD5XEu3QpBBb2eV0RE5I9QSRMRkRxl/PhgRo5sANSjWLEL7N27gKJFM3lY9WUnjuZLsZy9iedvZXGGbYP8hb2eV0RE5I/SQ2FERCRHME2TUaPGM3VqE+BBihS5yu7dcylZMjnj8NV4HM2XYPnxZzz3lsIZvhUKFvV6ZhERkT9DJU1ERLI90zR5++2RfPJJc+BxChWKYceOOZQrl5hxODoBxzNLsRyPwXNPCZwrt2IWLun1zCIiIn+WSpqIiGRrbrebV155g0WLWgLNyZ//Ftu2zaZSpVsZh2MScbRchuVINJ7qRXGu3IJZtIzXM4uIiPwVKmkiIpJtpaamMmDAQMLDnwXaERSUwObNs6hR42bG4ZvJOJ4Nw/LdNTxViuBcvQWzRHmvZxYREfmrVNJERCRbSkpK4vnnexMV1RroQUBAEuvWzaZu3RsZh28l42gdhuXgFTwVC+FcvRGz1N1ezywiIpIVtN1RRESynfj4eDp16kxU1FNAfxyOVFatCuGBB65mHI5LxtFqOZavf8K8qwDO1Rswy1b1emYREZGsopImIiLZys2bN2nXrh1ffvk48Do2m5uwsE9p1OhSxuHYJBzPLMOy5xJmufw410RiVqjp7cgiIiJZSiVNRESyjRs3btC6dWv27GkI/AOr1cPChfNp2vRsxuGYxLSCtv8yngoFuRUZhefue72cWEREJOuppImISLZw5coVWrZsybffPgyMxzBMQkIW06bNyYzD0Qk4WixNuwft7kI4IzdhVrzH65lFRETuBJU0ERHxubNnz9KsWTN++OF+YCYA06Yto0uXIxmHr8XjaL70/7c4Rm7GvKu6dwOLiIjcQSppIiLiU99//z1Nmzbl7Nn7gU8BGDduJS+++G3G4StOHM2WYPn+etpz0CI/15IQERHJdVTSRETEZ3bv3k2LFi24evVJIBSwMmLEel5++euMwz/dwtF0CZYfbuCpVRzn2m1asy8iIrmSSpqIiPjExo0badu2LXFxrYCFgJV3393A8OHbMw5fiMPRZAmWEzF46pTEuWabHlQtIiK5lkqaiIh43bJly+jatSuJiZ2AzwArI0eu4733vsQwfjV87iaOJqFYTv2Mp25pnKu/wCxWzgepRUREvEMlTUREvGrWrFn0798ft7s3MA+w8MEHaxk+fEeGWeNMLH5NQrGcvYmnfllurf4Ss0hpr2cWERHxJpuvA4iISN5gmiZjxoxhwoQJQH9gFgAffriK11/fk2HeOPUzjqZLMC7dwnP/Xdxa/gUULOrVzCIiIr6gkiYiInec2+3mrbfe4tNPP8UwhmCa0wAYNy6Cl1/em2HeOHEDR7OlGJeduB+qgHPZNihQxNuxRUREfEIlTURE7qiUlBQGDBhAREQEVusbuN0TAZg0aQUDB+7PMG/8EI2jxVKMK/G4G1bCuWQr5Cvk7dgiIiI+o5ImIiJ3THx8PD169GDr1q34+Q0nOXkMAFOmhNG//8EM88b319MK2vUE3I9XxRn6OQQW8HZsERERn1JJExGROyImJoaOHTuyf/9+AgPfJyFhJAAzZiylT5+MD6o2vruK45llGDcScT9VHefCzyEgn7dji4iI+JxKmoiIZLmffvqJtm3bcuzYMQoWHMfNm29hGCbBwUvo1etQhnlj5wUc7cMxbibjblYL5/zN4B/kg+QiIiK+p5ImIiJZ6scff+S5557jwoULFCs2jejoIRiGSUjIIrp1O5Jh3rLuR+zdV2MkuXA9V4/4WevBL8AHyUVERLIHPSdNRESyzHfffUezZs24cOECpUvPITp6CBaLyaefLsy8oC06jL1TBEaSi9QXHid+zmYVNBERyfNU0kREJEvs3buXZ599lujoaCpUWMzly32wWj3Mn/8ZXboczTBvnbIXR9/1GG6TlLfakTBpJVh1gYeIiIg+DUVE5C/bvn07Xbp0IT4+nsqVIzh16jlsNg+ffTaftm1PpB82TWwjt2ObmPYA66SP+pE8YLwPUouIiGRPKmkiIvKXbNmyhe7du5OUlES1aus4caIFNpuHRYvm0br1yfTDLg+2lzdim3cI02Yh6eNhpHR8yzfBRUREsimVNBER+dMiIyPp3bs3qakuqlf/nOPHn8Rud7NkyVyeeeZU+uEkF/Zea7GuOYEZYCNxwQRSn+7tm+AiIiLZmEqaiIj8KeHh4fTr1w+326RGjR0cO/YIfn5uwsJCaNLkbPrhuGTsHSOwfnkes5AfCctCcD3Qyie5RUREsjuVNBER+cMWLVrEkCFDME0LtWp9zdGjDQgIcLFixWyefPJC+uFr8TjaLMfyzVXMUkHER4ThrvWIb4KLiIjkACppIiLyh4SEhPDmm28CNmrVOsjRo3UICkpl5cpgGjb8Kf3wuZs4ng3DcjIGT6XCOCPWYlas7ZPcIiIiOYVKmoiI/G7Tp09nxIgRgJ1atQ5z9Gh18udPYdWqYB5++HK6WePodRwtwzAuO/HUKYUzfBNmifK+CS4iIpKDqKSJiMhtmabJ+PHjGTt2LOBHrVpHOXq0EoUKJbFmzcf8/e/X0s0bey7haLsC4+ck3I/ejXPxFihY1DfhRUREchiVNBER+U2maTJq1CimTp2KYQRRo8YPHD16F0WLJhIZOZP77otON2/ZdBp7l1UYCam4nqlN/JwoCMjno/QiIiI5j0qaiIj8Tx6Ph7fffpuQkBCs1gJUq3aMH34oTfHi8axfP4PatX9ON29ZdhT7i+swXB5Suz9MwpTVYLP7KL2IiEjOZPF1ABERyZ7cbjevvPIKISEh2O1FqVLlR374oTSlSjnZtGlahoJmnbIXx/NrMVweUl5pScL0SBU0ERGRP0Fn0kREJAOXy8VLL73E8uXL8fcvRfnyRzh+vAhly8YRFTWdKlVu/f+wx8Q2bCu26fsBSP7nCyQNnuyj5CIiIjmfSpqIiKSTkpJCnz59WLt2LUFB5SlV6hAnThSkQoVYoqJmULGi8/+Hk13Y+6zDGn4M024hadZ7pLR73XfhRUREcgGVNBER+UV8fDy9evViy5Yt5M9fmeLFv+HUqfxUqhTDhg0zKF8+4f+HY5NwdIzAsuMCZn4HCYtn4GrU0XfhRUREcgmVNBERAeDnn3+mY8eO7Nu3j8KFa1Gw4F5Onw6iWrVoNmyYSZkyif8/fDEOR5vlWI5EY5YKIn7FUty1G/ouvIiISC6ikiYiIly6dIl27dpx7NgxSpf+O3b7ds6e9adWrausX/8xJUsm/zJrHL2Oo9VyjEu38NQohjMsErN8DR+mFxERyV203VFEJI87ceIETZs25dixY1Su3BSLZSfnz/tz772X2bhxZvqCtvMCjsaLMS7dwv1QBZwbdqqgiYiIZDGVNBGRPOzIkSM0a9aMixcvUrt2D2Jj13HpkoP69S+wYcPHFCuW8susJeIYjmeWYcQm42pVF2fELszCpXyYXkREJHdSSRMRyaO2bt3KSy+9RExMDH//+1DOnZvPjRtWGjc+QVTUbIoUSf1l1vrxAezdV2OkuEnt25j4eZ9DQD4fphcREcm9VNJERPKgFfc86bMAACAASURBVCtW0KlTJxITE3n00YkcOjSeW7cstGv3DeHh88mXz5U26DGxvbMN+xtbMExI/kcPEsavAKtuaRYREblT9CkrIpLHzJ49m2HDhmGaJg8+OJuvvuqLx2PQt+8u/vWvtVit/x5McWPvvx7r0qOYNgtJM94mpfPbPs0uIiKSF6ikiYjkEaZpMmbMGCZMmABAkyab2bTpKQDeeSeK9977AsP493BcMvbOK7FuO4cZZCdhwWRcjXv4KLmIiEje4pPLHefMmcO9995LyZIleeyxx/jqq6/+5+y5c+coVKhQhv+2bNnixcQiIjmb2+3mtddeY8KECVgsVho3PvhLQZs0aQUjRvxXQfvpFo6nQ9MKWolA4tctVUETERHxIq+fSYuIiGDYsGFMmjSJBx98kDlz5tChQwf27NnDXXfd9T9fFx4eTu3atX/5c+HChb0RV0Qkx0tKSqJv376sXbsWP78gHnjgEJ9/XgmbzcPUqbN44YXzv8waR67jeG4FxoU4PFWK4FyxGrNiHR+mFxERyXu8fiZt5syZdO3alV69elG9enUmTJhAyZIlmTt37m++rkiRIpQsWfKX/xwOh5cSi4jkXHFxcXTo0IG1a9eSP38J6tU7xfbtlQgMTCU8fDZt2nz7y6xl82kcTyxKK2j334Vz4w4VNBERER/waklLSUnh22+/5cknn0z39SeffJKvv/76N1/bo0cPqlSpQtOmTVm9evWdjCkikitcu3aNli1bsmPHDooXr0LlyifYs6ckhQsnsW7dTJo0OffLrHXOt9ifW4FxKwVXu/rcWr0bs2hZH6YXERHJu7x6ueONGzdwu90UL1483deLFy/OtWvXMn1Nvnz5GD16NA8++CA2m43169fTu3dvgoOD6dSp0//8f508eTJLs/9V2S2P5Gw6nuR2Ll68yJAhQ7h48SJlytTDz28r335bkJIlb7JkyTiqVYsmJgbwmLheXY//7MMA3BjwNGd6j4aLl337BiTH0s8nyUo6niQrZafjqWrVqr/5fZ9sdzR+uTs9jWmaGb72H0WLFmXIkCG//LlevXrExMQwderU3yxpt3vj3nTy5MlslUdyNh1PcjvffPMNAwYM4OrVq9So0YKEhJWcOeOgSpUbREbOpEIFD1AEElIxu0cQsOFs2or9qW9g6/YuOrrkz9LPJ8lKOp4kK+W048mrlzsWLVoUq9Wa4axZdHR0hrNrv6V+/fqcPn06q+OJiOR469ato0WLFly9epW//e15btxYw/nzDurVu8Tnn0+nQoWEtMErThxPh6YVtIJ+JIQHk9LtXd+GFxEREcDLJc3hcHDfffexbdu2dF/ftm0bDzzwwO/+ew4fPkzJkiWzOp6ISI5lmiYff/wx3bt3JzExkaeeGsWPP37K9etWHn/8JFFRwZQokQSkbXD0a7QQy8EruMrnx7lpHa7H/veVCSIiIuJdXr/ccdCgQfTv35/69evzwAMPMHfuXK5cuULv3r0BeP/99zlw4ABr1qwBIDQ0FLvdzr333ovFYiEqKoo5c+YwatQob0cXEcmWXC4Xw4cPJyQkBID27UOJjOxMUpJB69aHmD9/Gf7+biBtg6O922qMWym4HyjPkdEzqVi9gS/ji4iIyK94vaS1bduWmJgYJkyYwNWrV6lZsyZhYWGUL18egCtXrnDmzJl0r5k4cSIXLlzAarVSuXJlZsyY8Zv3o4mI5BVOp5M+ffqwceNGHA4Hbdt+ybJlD2CaBn36fMXUqWuwWtNmrSHfYHttM4bbxNW+PvHTV5OqBSEiIiLZjhEbG2v6OkRul9NuVJTsTceT/Mfly5fp1KkThw4dolChojz++H5WraoIwAcfrGXo0F0YBuD2YHv3C2xT9wGQMvQ5Et+ZAxarjifJUjqeJCvpeJKslNOOJ59sdxQRkb/m8OHDdO7cmUuXLlGxYk0qVdrFqlWFsdvdzJ69mC5djqYNxqdg7x2Jde3JtA2O094gpasWhIiIiGRnKmkiIjnMli1beP7553E6nTRo0Ay3eyVbt/pTsGAyy5Z9wmOPXUobvOzE0T4cy8ErmIX8SFgwA1ejDr4NLyIiIrfl1e2OIiLy18ydO5dOnTrhdDpp1mwwN26s5Ztv/ClX7iZbt075paAZ31/Hr9ECLAev4KlYKG2DowqaiIhIjqAzaSIiOYDH42HkyJHMmDEDgG7dphIVNZgbNyzUrfsTEREhlCmTCIBl7UnsL0RiONM2OMYvXo9ZrJwv44uIiMgfoJImIpLNJSQk0L9/f9auXYvNZqN379UsWtScxESDJk2OsWjRIvLnd4FpYh23G/v7OwBwtW9A/IzV4B/k43cgIiIif4RKmohINnbt2jW6dOnCgQMHKFCgAJ067WTOnNqYpkHv3ruZOnUNdruZtiCk33qsEccxDUj5R0+SXplK2npHERERyUlU0kREsqljx47RsWNHzp8/z113VaBhw92EhJQGYNSoSN56a2daBzt3E0fHCCyHrmEWcJA4ZzypTZ73aXYRERH581TSRESyoW3bttGrVy/i4uKoV+8hSpXaSGhofmw2D7NnL6Zr1yMAGDsv4OiyEiM6EU+VIsQvDsNTvYGP04uIiMhfoe2OIiLZTEhICO3btycuLo6mTbtis33Bhg35KVAgmTVrgn8paNaQb3A0X4oRnYj7qerc2rJHBU1ERCQX0Jk0EZFswuVyMWzYMObMmQPAiy+O4csv3+LkSStly8axatUsateOgRQ3tje2YJvzLQApr7QkceR8sOpHuoiISG6gT3QRkWwgNjaW559/ni+++AI/Pz9efjmMefNaEh1toU6dK6xcOZuyZRPhWjyOrquw7LqI6WcladrbpHR6y9fxRUREJAuppImI+NipU6fo3LkzJ0+epHjx4nTvvo0pU2qRmmrw1FPHWbx4IQUKuDC+vYqjYwTGhTjM0vmIXzwX99+a+Dq+iIiIZDGVNBERH9q+fTs9e/YkNjaWmjXrUK/eVv71r2IADB78BWPHbsRmM7Es/wF7//UYiS4899+Fc8FazFIVfRteRERE7ggtDhER8ZH58+fTtm1bYmNjefLJ9hQrtpfQ0GLY7W5mzQplwoQobBYPtn9sx9FzDUaii9TuD3NrzdcqaCIiIrmYzqSJiHiZy+XivffeY9asWQB07/4hX331NqdPWylePJ6lS+fw8MOXIS4Z+wuRWNf9iGk1SP6wL8n9x+kB1SIiIrmcSpqIiBfdvHmTF198kc2bN2O32+nTJ4LFi5/h1i2D++77iWXL5lC+fALGsWjsXVZhOXYDs7A/CfOm4Hq8s6/ji4iIiBeopImIeMnZs2fp3Lkzx44do3DhIrRps4vZs6tjmgbt2n3DJ5+sIDDQjWXJEeyDN2IkpOKpWZz40HA8d9/r6/giIiLiJSppIiJesGvXLnr06EFMTAzVqtWlSpVtzJtXGIBRoyJ5660dGMlubEM+/+X5Z65ODxA/aRnkK+TL6CIiIuJlKmkiInfYwoULef3110lNTaVhw87Exc1n/Xo/goJSmTv3M1q1+hHjzE3s3VZh+eYqpsNK8vjBJPcapfvPRERE8iCVNBGROyQ1NZX333+fGTNmANC27Ufs2vUmV69aqFAhlhUrZlO79s9Y1pzA3m89xs1kPBULkfDZfNx1H/dteBEREfEZlTQRkTvg1KlT9OvXjwMHDmCz2ejceS3LlzclOdmgYcNThIZ+RrGCidiGfYlt6j4AXM/eS/z0CChUzMfpRURExJdU0kREspBpmnz22We88847JCQkULZseR58cCuLFlUGoG/fXUyaFIn96k0cHddg2X0J02Yh+YMXSH5pgi5vFBEREZU0EZGscv36dQYPHszGjRsBaN36eeLiZhIeHojN5mHSpBX063cQy5Yz2HuvxYhOxCyTj4R5wbgeeNbH6UVERCS7UEkTEckCUVFRDBkyhOvXr1OgQAGGDFnAwoXPcv68haJFE1m8eA6PPXoB2+hdWMd+hWGCu3F14mdHYBYr6+v4IiIiko2opImI/AXx8fG8++67zJ8/H4BHH21Iw4bLGD++FKmpBvXrX2Tx4nlUCLiGvdVarFvPYRqQ/G5nkl6fAVb9GBYREZH09NuBiMifdODAAfr168epU6dwOBy8+eY/OXz4FcaOdQDw0kvbGTs2Cv/953H0WI1x2YlZPICEkH/heryzj9OLiIhIdqWSJiLyB7lcLiZNmsT48eNxu93UqlWLN99czOjRdTh92kr+/CkEBy+i3XPHsU7Zi23klxhuE/fDFYmfE45ZprKv34KIiIhkYyppIiJ/wOnTp+nfvz/79qWtzR84cBB33z2GAQPyk5xsULfuTyxaNJ8qBS5jf24d1k1nAEh5tSWJ784Fu8OX8UVERCQHsPg6gIhITmCaJgsWLKBhw4bs27ePMmXKsHRpJNHRk3nzzQIkJxv06fMV27bNoNr5Q/g9MA/rpjOYRfxJWDKRxFGLVNBERETkd9GZNBGR24iOjmbIkCFs2LABgLZt2zJgwHQGDy7JiRNWgoJSmT59CV3aH8b2/g6sk79O297YsBLxs8Iwy1bx8TsQERGRnEQlTUTkN6xfv55XX32Va9euUaBAASZOnIjL1ZXWrQNJTDSoVesqixfPpab/OeyN12DZdxnTYqRtb3xturY3ioiIyB+myx1FRDJx8+ZNBg4cSNeuXbl27RqPPPIImzfvYvv2XgwcGERiokH37nvZvn0atQ7txvHAvLSCVq4ACes/I2losAqaiIiI/Cn6DUJE5Fe2bt3KkCFDuHTpEv7+/owcOZLGjQfSu3c+jh614u/vYurUZfRsdwDbG1uwfXYYAFfrusRPXQ6FSvj4HYiIiEhOppImIvJvTqeTkSNHMnfuXADq169PcHAwhw/fQ+PGATidBlWrRrN48Vzu9fyA/eE1WE7EYPpbSf5oMMm9RoFh+PZNiIiISI6nkiYiAuzatYtBgwZx9uxZ7HY7w4cPp2/flxkxIh/z5/sB0KHDQWbOiKDQwj3Y3vkCI8WNp1Zx4ucsxFPrQR+/AxEREcktVNJEJE9LTExk9OjRBAcHY5omderUITg4GJvtXpo2DeToUSt+fm7Gjw/n/9q77+ioyvyP4++ZSU9IAiEEKQHpRZBOADUCKosgSDNhdV1RQARBkBZAWogQiPTFoASBFREDogtIcVVEQhUQQSnCDymhJBBJb5OZ+f2RdTSCuyIhM4HP65w5x9z73DvPV77MyYfn3jsDeiTg9vxmTJ+cAsD8Qnuyo94FTx8HVyEiIiJ3EoU0EblrHThwgEGDBnHy5ElMJhOvvvoqo0aNJj7emzFjPMnJMVCnzlXeffcdmqQewrX1BgyXMrH5u5OzYDLmboMdXYKIiIjcgRTSROSuk5+fz6xZs5gzZw5Wq5W6desSGxtLrVrNGDLEk7VrC790+pln9jF31kf4L9iOaebuwu8+a1ONrLfXYKtax8FViIiIyJ1KIU1E7ipHjhxh0KBBfP/99xgMBoYOHcqECRM4ftyL0FAvfvyx8MupFyxYzdNNt+Pa9ROMBy9jMxrIH9ubnFFvgouro8sQERGRO5hCmojcFQoKCpg3bx4zZ87EbDZz77338uabbxIS0obYWDcmT/bAbDbQuPEl3l3+DvU3f4ZLmx0Y8izYgv3Ijp1HQbseji5DRERE7gIKaSJyxzt27BhDhgzh4MGDAAwYMIApU6aQl+dD376ebNlSuDI2aNBXRA9YTZnB6zHuuQCA+bmHyI5cAb5lHTZ/ERERubsopInIHSsvL4/Zs2czd+5czGYzVapUYdGiRYSGhrJrl4kBA7y4cMGIv38ub8WupMelD3B5cDuGbDO2e3zIWTgD8yN/c3QZIiIicpdRSBORO9KePXsYNmwYP/zwAwAvvPACkydPxtvbl5gYd2bMcMdqNdC69VlWTF9ErWnxmL48C0BBeGuyot8F/wqOLEFERETuUgppInJHSU9PZ+rUqSxduhSA2rVrs2DBAtq0acPlywaeecaLr74q/OgbNerfTL13Pp5P/htDRj62QC9y5kzC/MQgR5YgIiIidzmFNBG5Y2zatIlRo0Zx8eJFXFxcGDFiBCNHjsTDw4PPP3fhxRc9uXrVSGBgFu/EvEXn1YswvXEagILuTch+YyW2wCoOrkJERETudgppIlLqJSUlMXbsWD7++GMAWrRowfz582nYsCGZmTB6tAdLlrgD0L79SZZ3n0LVEeswXMvF5u9O7htjye81AgwGR5YhIiIiAiikiUgpZrPZWLlyJa+99hppaWl4e3szceJEBgwYgMlkYvt2E8OGeXH2rBEXFyuvjfgX434Yj9vw4wBYHqtP1vxV2O6518GViIiIiPxCIU1ESqXTp0/zyiuvsGPHDgAeffRRZs+eTXBwMOnpMGmSB8uXF66e3X//JZb0nUGL2UsxXMnG5uNKXvQr5D09QatnIiIi4nQU0kSkVDGbzSxatIjo6Ghyc3MJCAggOjqa3r17YzAY+PxzF155xZPERCOurhbGD11PxI8T8Yj4HgDLQzXJWvgetmr1HFyJiIiIyI0ppIlIqXHo0CGGDh3KkSNHAAgLC2P69OkEBASQmgoTJnjy3ntuADRvfp4lnSNp8o93MaTmYfNyIW/KQPL6TwOjyZFliIiIiPxXCmki4vTS0tKYMWMGb7/9NlarlapVqzJv3jw6duwIwJYtLowY4cmlS0bc3QuY9NJaRu0fh1vUGQAsj9Yj643lWj0TERGRUkEhTUScls1mY/Xq1UyePJnk5GSMRiMvvfQSEyZMwMfHh59+MhAR4UF8fOHqWetWZ1nSMoL7YtdgyLNgC/QiN3oM+T1f0b1nIiIiUmoopImIUzpy5AijR49mz549ALRu3ZqYmBgaN24MwPr1Lowa5UlyshFPzwKmPv8ew7eNwXVRMgDmZ9qSE/kOtnIVHVaDiIiIyJ+hkCYiTiU1NZXp06cTFxeH1WqlfPnyREZGEh4ejtFo5OpVA6NHe/DRR4WrZw+0OcWS6iOo++ZGDDaw1ihLzrwYCh7q7eBKRERERP4chTQRcQpWq9V+aeOVK1cwGo0MHDiQ8ePH4+/vj80G69a5Mnq0BykpRry9zbweHsfLmyMw7U7H5mIkf3g3ckYuAk9vR5cjIiIi8qcppImIwx0+fJjRo0ezd+9eANq0acOsWbNo1KgRAGfOGBg71pOtW10BaN/2OG/7DKbW0m0AWJtXIWv+21jva+uYAkRERESKkUKaiDhMamoqr7/+OkuXLsVqtVKhQgUiIyMJCwvDYDCQmwsLFrgzZ447ubkG/PzymNH5H7y4aQLG9Dxs3q7kTXyBvAFRYNLHmYiIiNwZ9FuNiJQ4q9XKqlWrmDJlClevXsVkMjFo0CDGjRuHn58fAF984cKoUR6cPl34nWZ9u+zkjStDqbT6GwAsnRqQFbMMW3Bdh9UhIiIicjsopIlIiTp06BBjxoxh3759QOGljTExMdx3330AXLhgYPx4T/71r8JLG+vXTWJh40l0+CgOQ4EVWwUvcmeOI//Jl/VYfREREbkjKaSJSIlIT08nKirK/tTGoKAgpk2bRp8+fTAYDJjNsHixG9HRHmRlGfDyMvNa9xWM3D4GtzXXsBnA3O9hcia9ha1skKPLEREREbltFNJE5Lay2WysX7+eiIgILl26hMlkYvDgwURERODr6wvArl0mRo705Nixwksbezy6nzm5Q6n+fuF3pFmbViJ79gIszR5xWB0iIiIiJUUhTURum7NnzzJmzBi2bt0KQIsWLZg7d679qY3JyQYmTfJg9erC7zyrcW8K81tE0uVfizDkW7D5u5M36UXy/j5JDwYRERGRu4Z+6xGRYmc2m4mNjSU6Oprs7Gx8fX2ZMmUKzz33HEajEYsFli1zIzLSg/R0A+7uBYzp/gERe17Fa01y4TmeaUfO5LewBVZxcDUiIiIiJUshTUSK1b59+xg+fDhHjx4FoFevXkyfPp2goML7yA4eNPHqqx4cOlT48fPYA9+x0PQydeK3A2BtFETOG3MpaP24YwoQERERcTCFNBEpFqmpqURGRrJs2TJsNhvVqlVjzpw5dOzYEYCrVw1ERbmzYoUbNpuBypXSmNtuBr3Wz8aYV4CtjBt5E54nr/80cHF1cDUiIiIijqOQJiK3xGazsW7dOsaNG0dycjIuLi4MGzaMUaNG4eXlRX4+LFnixsyZhZc2urhYeaXbR0z6Zhi+ay4AUBDWmuypb2OrWM3B1YiIiIg4nkKaiPxpP/74IyNHjuSLL74AICQkhLlz51K/fn0APvvMhXHjPDh5svCpjY89+B1zXEfScN2nAFjrB5ITE0PBA086pgARERERJ6SQJiI3LT8/n4ULFxITE0Nubi7+/v5ERkbyzDPPYDQaOXXKyIQJHmzdWnjZYu2aV5jdJIqun7yJIbcAm7creeP+Rt6L0eDq5uBqRERERJyLQpqI3JSEhARGjRrF8ePHAQgLCyMqKorAwEDS0iAmxoO33nLDbDbg65vHhEfe4ZWE8bh/mApAQe+WZE9djK1yTUeWISIiIuK0FNJE5A/54YcfmDx5Mps3bwagZs2azJkzh9DQUKxW+Oc/XZk2zYMrV4wYDDae7/Rvos6+wj3rjgFgaR1M7utvUNDiMUeWISIiIuL0FNJE5L+6cuUKM2fOZNmyZVgsFry9vRk+fDhDhw7Fw8ODPXtMRET88kj9Nk1OMc/7VVpt3QCALdiPnCmjMfcYAgaDI0sRERERKRUU0kTkhnJycoiNjWXu3LlkZGRgNBrp168fERERBAUFceGCgcmTPVi7tvCessr3pDGr4XTCv4jBaLVhK+NG/si+5A6aAR5eDq5GREREpPRQSBORIqxWK/Hx8URFRZGYmAhAp06dmDJlCvXr1ycnB2bNcmfePHeysw14eBQwst27ROwfic9n17AZDZiff5iciIXYKlR1bDEiIiIipZBCmojYffXVV0ycOJFvv/0WgEaNGhEVFUVoaCgWC6xc6cqMGR5cuGAEoFdIArMuDKbG50cAsHSoQ/a0BVgbhjisBhEREZHSTiFNRDhx4gSTJ09my5YtAFSqVInXXnuN8PBwDAYjW7e6MHWqB0ePFn7f2f21zzHXYwTt96wDwFq3PLlRUzA/8rTuOxMRERG5RQppInexK1euMGPGDFasWIHFYsHHx4fhw4czePBgvLy8OHDAxKRJHuzcWfhREVzpJ6KCp/PXPXMwYcMW4Ene+P7kPTtR33cmIiIiUkwU0kTuQtnZ2cTGxjJv3jwyMjIwmUw8//zzREREUKFCBU6fNhIZ6c7HHxcGr3J+2YyrtYCXv5mCx8U8bK5G8gd3JWfEPPAPcHA1IiIiIncWhTSRu0hBQQGrVq0iOjqaixcvAoUPBZk6dSr16tXjyhUDo0e7s2yZGwUFBjzczQyru4KI78dQ9sA1bCYD5uceIufVN7AF13FwNSIiIiJ3JoU0kbuAzWZj8+bNREZGcvz4cQAaN27MtGnTCA0NJTMTZs50Z+FCdzIzDRiNVp6r+zGRp4dT9fC5wic2Pt2W3FExWO9t6OBqRERERO5sCmkid7g9e/YwZcoU9uzZA0C1atWYOHEiPXv2xGIx8s47bkRHu5OcXPjExi7Vv2LGxaE0OnEYmwEK+rQiZ0wM1tr3O7IMERERkbuGQprIHer48eNERkayadMmAAICAhgzZgz9+vXD1dWNDRtciIz04NSpwic2tqz4PTHXXib0zJcAFPRoRs7omVgbtHRUCSIiIiJ3JYU0kTvMxYsXmTFjBu+99x5WqxUvLy+GDBnC0KFDKVPGly1bXIiJcefgwcK//rXKnmd6zmh6X/4AA1DQpRE5Y6OxNm7n2EJERERE7lIKaSJ3iNTUVObPn09sbCy5ubmYTCZeeOEFxowZQ/nyQaxf78obb7jz/feFK2cVvK8xyTKZgddicaUAy2P1yRk3A0vThx1biIiIiMhdTiFNpJTLzc1lyZIlzJ49m9TUVAC6d+/OxIkTqVatFmvXujJnjjsnTxaGs0o+VxhdEM3ArFi8yMHSvg5Z46MoaPmYI8sQERERkf9QSBMppSwWCx988AHTp08nMTERgHbt2jF16lQaNWrB+++70quXB2fPFj4QpLrvRcbmRNEvcynu5GN5sAZZEVMpaPeEI8sQERERkd9QSBMpZfLz81m5ciULFy7kxIkTADRo0IApU6bQrt2jvPuuO88+687Fi4XhrI7vGcZlTeXp9JWFlzX+pSFZIyZR0LqTI8sQERERkd+hkCZSSqSlpbF8+XIWLlzI1atXAahSpQoTJkygc+enWLHCkyFD3LlypTCc3ef3AxPSJ9EnfQ1GgxVLr+ZkvDINa+O2jixDRERERP4HhTQRJ3fhwgUWL17M8uXLycjIAApXzoYOHUrHjr1ZtsyHJk3cSE0tDGct/I7wWtprPJG2AYOLgYK/tiN72OtYazV2ZBkiIiIi8gcppIk4qaNHj7Jw4ULWrl2L2WwG4MEHH6RXr1488shzxMW5M2aMOxkZBgDa+n7NpPTXeCztU/B0oeC5x8gZ/Dq2qrUcWYaIiIiI3CSFNBEnYrPZSEhIYOHChXz66acAGI1GevTowbBhw7DZWjBzZh6jRvlSUFAYzjqW+YqJGRN5KP0r8HXDPKAnuYOisAVWcmQpIiIiIvInKaSJOAGLxcKGDRtYsGABBw8eBMDT05NnnnmGQYOG8N13tRg3zp09e1wAH0xGC33KrGdkRjStM/ZhK+9J/uBnyX1+CviXc2gtIiIiInJrFNJEHCgnJ4dVq1bxj3/8gx9//BGAgIAABg4cSFjYAD75pCI9erhz7lzh/WZ+bhn0t73NMPN8gjPOY6tUhtxhg8l7djx4+TiyFBEREREpJgppIiXMarWye/du4uPj+fjjj0lLSwOgevXqDB06lHbtnmHFCj8efNDNfr9ZTc+zvJLzBv3yl+FDFpYHapDdfxbmLs+Bq5sDn8i0nQAAHJJJREFUqxERERGR4qaQJlJCjh07xpo1a4iPj7d/+TRA8+bNGTp0GIGBT7J4sSejR7tgtRaGs1D3HYzIe4OuORsxepkoCH+Ao4/9jcp/6emoMkRERETkNlNIE7mNLl26xNq1a4mPj+fIkSP27VWqVOGpp56iR4+nOH68EfPnu/HNN4V/HV2NZp42rmaEdQ5N8w5hrVmO/P6DyOs7CvzLkX3ypKPKEREREZESoJAmUszS09PZsGEDa9asYfv27dhsNgD8/Pzo0aMHTz31FBUqtGXVKnf69HHj8uXC+80CTD8xyPImQ6yLqGi4jLXzfWT1X0JB+15gNDqyJBEREREpQQppIsXAbDbz+eefEx8fz6ZNm8jNzQXAzc2NTp068dRTT/Hgg4+xdasP06e7kZDwy1+9+qZjDLfM5W+Wd/EoC+ZnHyWj32vYqtd1VDkiIiIi4kAKaSJ/ks1m4+DBg6xevZoPP/yQn376yb6vXbt2hIWF0a1bN86cKcfKlW4MGeJGenrhvWZexmyesn7ACyylnWUntsaVyHtxJOk9BoOXt6NKEhEREREnoJAmcpPOnz9PfHw8q1ev5uSv7g+rX78+Tz31FL1796ZMmaqsWeNGt25uHD5sso9pafia/rYlhFtXU8Ynj4KeIWQ9/SGWVh3AYHBEOSIiIiLiZBTSRP6AzMxM1q9fz+rVq9mxY4f9PrMKFSrQp08fwsLCaNiwETt3ujBtmhvr17uSm1sYusoZf+IZ67u8wFIa245geagW+X8dSfoT/cFb320mIiIiIkUppIn8DovFwo4dO3j//ffZsGED2dnZALi7u9OlSxf69u1L+/btuXLFlVWr3Pj731358cdfVs0e4d+8wFKetH6MW7An5r6dSe8bp3vNREREROS/UkgT+Y0TJ06wevVq4uPjuXDhgn17mzZtCA8Pp3v37oA/69e70rOnGzt2mLDZClfNqhjO08+2jH4so7pnIpbuLcn7axwZD3TRExpFRERE5A9RSBMBUlJS+PDDD1m9ejUHDx60b69evTrh4eGEhYVRocK9bN7syqBBrnz+uQtmc2EwcyOPrmykP3E8ZvsUQoIxP92X9G4vgp+/o0oSERERkVJKIU3uWhcvXmTTpk1s2LCBhIQELBYLAL6+vvTo0YPw8HCaNQvh889diYpyZfNmV7KzC4OZEQuP8AV9eZ+erMPvHivmvo+R3Xc71tqNHFmWiIiIiJRyCmlyVzl16hQbN25k48aN7N+/377dZDLx6KOP0rdvXx57rDMHDviwapUb4eEupKX9cpliG3bRl/fpwxqCKmRS0K0Ned0Xk972MTCZbvSWIiIiIiI3RSFN7mg2m41vv/3WHsyOHz9u3+fp6UmHDh3o2rUrnTr9hdOny7N2rSvjx7ty+fIvwawRh/krqwhnNdUqpFDQvQ153eYpmImIiIjIbaGQJncci8XC7t272bhxI5988gnnz5+37/Pz86NTp0488cQTPPhgB44c8WXTJleio104e/aXwFWD/6Mv79OX92lQ4dx/glm0gpmIiIiI3HYKaXJHyMzMJCEhgY0bN7J582ZSUlLs+ypWrEiXLl3o2rUrjRs/yFdfebJhgwtDh7qQmvrLitk9XCSMD+jL+7QIPIblyTbkdZ9EeptHFcxEREREpMQopEmpZDabOXDgANu3b+fLL79k//79mM1m+/4aNWrQtWtXunbtSlBQK7ZudWPBAhcSdpgwF/wSzOpxjG6spxvraR34HbYeIeR1G0mGgpmIiIiIOIhCmpQKNpuNY8eO2UPZzp07yczMtO83Go00a9aMv/zlLzz+eFfy8+9j82ZXXh1h4rvvXX8Zh4WH2E431vMEG6jVNAfzow9ifmQsWc0fUDATEREREYdTSBOndf78ebZv385XX33F9u3bSUpKKrK/du3aPPzww4SGhtKkyYN8/30AW7a40KenkUvJvwQzHzL4C1voxno6l/kc/0crYX6kG+aO/yIjqFJJlyUiIiIi8l8ppInTSElJYefOnWzfvp3t27dz6tSpIvsrVqxIaGgooaGhtGjRnnPnqpKQYGLebAPffOuKxfrLZYxVOG+/jPGhhicwdmqJuWMYllZzyXJ1/e1bi4iIiIg4DYU0cZikpCR27tzJrl272LlzJ8eOHSuyv0yZMjzwwAM8/PDDtGjRnp9+qs/OnS6887aBoS8XDWUmCmjF1zzOJp7w2EyjR8wUPPo45kfeIL9ycEmXJiIiIiLypymkSYlJTExk586d9mD225UyDw8PWrRoQWhoKK1adSQ3tzm7d7ux5n0YP87tulAWwl4e5ktCjdsJaXIez4fqY27fE0vIELLd3Uu6PBERERGRYqGQJreFzWbjzJkzJCQk2FfKzp07V2SMt7c3rVu3pm3bdtSp0x6LpSmHDnmydaOV6Bnuvx/KXHYQ0jwRzwcbUtCuCwUtl4KPD7klXaSIiIiIyG2gkCbFIj09nSNHjvDtt99y8OBBdu3axcWLF4uM8fX1pU2bNjRt+gj+/o+QmlqbQ/sNLFlkJOmaR5GxRUKZ6w5CWl7CM7Qx5rZdsLToB56eCmUiIiIickdSSJOblpKSwuHDh/n222/tr9OnT183rly5crRq1Z7g4CdxdW3LxTOBHDpgZOtW7+vG+nONlnxNS77mQfddhIQk4RnaFHPbrliavgDu7gplIiIiInJXUEiT32Wz2bh06ZI9iB0+fJjDhw+TmJh43Vg3Nzfq1GlN1aqP4e3dhvz0Opw65sunW8tgtRmLjPUkm2YcpCVf08J0gBZ1z3JvKw8sTdpiuf8BLPe9CK6uCmUiIiIicldSSBNsNhvJycmcPHmSU6dOcfLkSY4fP87hw4e5cuXKdeO9vKpRvfrjlPVvi4e1LhkpFTl7uSzffefDd98VHeuCmfs5VBjIXA7Qot456rY2YWgaQkHjB7DW/xu4upJTQrWKiIiIiDg7hbS7SE5ODv/3f/9nD2I/h7JTp06Rnp5+gyPuwdu7G5WD2uNvbEROVjCJ1+7hWrYPR49eP9qLLOpzjAYcpbnbNzSve45GIeDWvGVhIKvTG1xcMN/2SkVERERESi+HhLS4uDgWLFhAUlIS9erVY8aMGbRt2/Z3x3///feMHj2agwcPUrZsWZ577jnGjBmDwWAowVmXDpmZmSQmJpKYmMiPP/5YZHUsMTERm832n5EGIAgIxkAnAt1qE+BdD5OhGrnmSiTnVCSjwIesLPjhN7eb+ZJGA47SgKPU9/yBesGXqdcgj8qNA7HWaYy1zv1Ya3QFkwmA/JL8HyAiIiIiUsqVeEhbt24dERERzJ49m5CQEOLi4ujTpw979uyhatWq141PT0+nR48etG3bli+++IKTJ08yZMgQvLy8GDp0aElP36GsVitXrlwhMTGR8+fP218/h7Lz589z7do1CgOYHxCEC8H4cS9ePEx1gjG41CCLYFIK7qEANwBswJX8wtevlSOFhnxPPcNxGgT8SL17r1K3kYGg+6sWBrHaD2ML6AX/CcsKYyIiIiIit67EQ9qiRYv461//yt///ncAYmJi+Pzzz3nnnXeYPHnydePXrFlDTk4OsbGxeHp60qBBA3744QfefPNNXn755VK9mpabm0t6ejppaWk3fKWmpnPhQjrnzqRz7XwW2VdtuBSUwZUAXCiHgQBstKOAAMyUw50AfClHJmWxUriKVQCk/Odl3/AfgSQTzDmCOUdVr0sEl71C1aA0qgTbqFrLg3L331sYxu7tAW5u9uN0uaKIiIiIyO1ToiEtPz+fQ4cOXbcC1qFDB/bu3XvDY/bt20ebNm3w9PS0b+vYsSOvv/46Z8+epXr16rdzyrcs+fxVIh46Q4H1ImarCbPVlXyrK2abGwW4/+dVBjPlMeOOGXfy//Oy3MIfjx+pBHKlMIR5XaJq2eTCAFbFRpUanlSq54979WCs91TFds+DRULYzwpucF4REREREbm9SjSkpaSkYLFYCAwMLLI9MDCQ5OTkGx6TnJxMpUqVrhv/877fC2knT5689QkXg8wrmXye0/tPHWvAijdZBJBCWeM1AlyvUdY9jXKe6fh7Z+Lvk4OfbwG+flbK+BvxCTBRJtANr/Ke4O+Lxd8fc9myYKoH1LOfNw/48ecf8vPh7NlbLVNKmLP0t9wZ1E9SnNRPUpzUT1KcnKmfateu/V/3O+TBIb+9RNFms/3XyxZvNP5G23/tfxVeUqz3WhnRag4BAV54+7jhXcYDX19PfP298SrjjruHETdPE26eRtw9jbh6ueDuacTN04iLpysGL09svr5gKuvoUsRJnDx50mn6W0o/9ZMUJ/WTFCf1kxSn0tZPJRrSAgICMJlM162aXb169brVtZ9VqFDhhuOB3z3GmRhdjPx10UN/uils/3uIiIiIiIjcQYwl+WZubm40adKEbdu2Fdm+bds2WrdufcNjWrVqxe7du8nNzS0y/p577qFatWq3db4iIiIiIiIlrURDGsCQIUNYtWoV//znPzlx4gRjx47l8uXL9OvXD4CpU6fSrVs3+/jevXvj6enJ4MGDOXr0KOvXr2fevHkMHjy4VD/ZUURERERE5EZK/J60nj178tNPPxETE0NSUhL169cnPj6e4OBgAC5fvsyPP9ofa4Gfnx8fffQRo0aNon379vj7+zNkyBBefvnlkp66iIiIiIjIbeeQB4f079+f/v3733BfbGzsddsaNmzI5s2bb/e0REREREREHK7EL3cUERERERGR36eQJiIiIiIi4kQU0kRERERERJyIQpqIiIiIiIgTUUgTERERERFxIgppIiIiIiIiTkQhTURERERExIkopImIiIiIiDgRhTQREREREREnopAmIiIiIiLiRBTSREREREREnIhCmoiIiIiIiBNRSBMREREREXEiCmkiIiIiIiJORCFNRERERETEiSikiYiIiIiIOBGFNBERERERESeikCYiIiIiIuJEFNJERERERESciEKaiIiIiIiIE1FIExERERERcSKG1NRUm6MnISIiIiIiIoW0kiYiIiIiIuJEFNJERERERESciEKaiIiIiIiIE1FIExERERERcSIKaSIiIiIiIk5EIe02iouLo3HjxgQFBREaGsquXbscPSVxQnPmzKF9+/ZUrVqVmjVrEhYWxtGjR4uMsdlszJgxg3r16lGxYkW6dOnCsWPHiozJy8tj9OjR1KhRg0qVKhEeHs6FCxdKshRxMrNnz8bf35/Ro0fbt6mX5GZdvnyZQYMGUbNmTYKCgmjdujUJCQn2/eop+aMsFgtRUVH2340aN25MVFQUBQUF9jHqJ/k9O3fuJDw8nPr16+Pv7897771XZH9x9U5qaioDBw4kODiY4OBgBg4cSGpq6m2v77cU0m6TdevWERERwciRI/nqq69o1aoVffr04fz5846emjiZhIQEXnjhBbZu3cr69etxcXHhySef5Nq1a/Yx8+fPZ9GiRcycOZMvvviCwMBAevToQUZGhn3MuHHj2LBhA0uXLmXTpk1kZGQQFhaGxWJxRFniYF9//TUrVqygYcOGRbarl+RmpKam0qlTJ2w2G/Hx8ezdu5dZs2YRGBhoH6Oekj9q3rx5xMXFMXPmTPbt20d0dDRLlixhzpw59jHqJ/k9WVlZNGjQgOjoaDw9Pa/bX1y9079/fw4fPsyaNWtYu3Ythw8f5sUXXyyRGn9N35N2m3Ts2JGGDRuyYMEC+7ZmzZrRvXt3Jk+e7MCZibPLzMwkODiY9957j86dO2Oz2ahXrx4DBgxg1KhRAOTk5FC7dm2mTZtGv379SEtLo1atWixatIinnnoKgMTERBo1asTatWvp2LGjI0uSEpaWlkZoaCjz589n1qxZNGjQgJiYGPWS3LTIyEh27tzJ1q1bb7hfPSU3IywsjLJly7J48WL7tkGDBnHt2jU++OAD9ZP8YZUrV2bWrFk8/fTTQPF9Fp04cYLWrVuzZcsWQkJCANi9ezedO3fm66+/pnbt2iVWo1bSboP8/HwOHTpEhw4dimzv0KEDe/fuddCspLTIzMzEarXi7+8PwNmzZ0lKSirST56enrRt29beT4cOHcJsNhcZU6VKFerWraueuwsNHz6c7t27ExoaWmS7eklu1ieffELz5s3p168ftWrV4oEHHuDtt9/GZiv89131lNyMkJAQEhIS+OGHHwA4fvw4O3bs4NFHHwXUT/LnFVfv7Nu3Dx8fH1q3bm0fExISgre3d4n3l0uJvttdIiUlBYvFUuRyEIDAwECSk5MdNCspLSIiImjUqBGtWrUCICkpCeCG/XTp0iUAkpOTMZlMBAQEXDdGPXd3WbFiBadPn+att966bp96SW7WmTNnWLp0KYMHD2b48OEcOXKEsWPHAjBw4ED1lNyU4cOHk5mZSevWrTGZTBQUFDBq1Cj69+8P6DNK/rzi6p3k5GQCAgIwGAz2/QaDgfLly5d4fymk3Ua//gOGwqXY324T+bXx48ezZ88etmzZgslkKrLvz/STeu7ucvLkSSIjI9m8eTNubm6/O069JH+U1WqladOm9sv077//fk6fPk1cXBwDBw60j1NPyR+xbt06Vq9eTVxcHPXq1ePIkSNEREQQHBzMs88+ax+nfpI/qzh650bjHdFfutzxNggICMBkMl2XuK9evXpdwhf52bhx4/jwww9Zv3491atXt28PCgoC+K/9VKFCBSwWCykpKb87Ru58+/btIyUlhTZt2hAQEEBAQAA7d+4kLi6OgIAAypUrB6iX5I8LCgqibt26RbbVqVOHxMRE+35QT8kfM2nSJF5++WV69epFw4YNCQ8PZ8iQIcydOxdQP8mfV1y9U6FCBa5evWq/pBsKA1pKSkqJ95dC2m3g5uZGkyZN2LZtW5Ht27ZtK3KNq8jPxo4dy9q1a1m/fj116tQpsq9atWoEBQUV6afc3Fx2795t76cmTZrg6upaZMyFCxfsN8DK3aFLly7s2rWLHTt22F9NmzalV69e7Nixg1q1aqmX5KaEhIRw6tSpIttOnTpF1apVAX0+yc3Jzs6+7ioRk8mE1WoF1E/y5xVX77Rq1YrMzEz27dtnH7Nv3z6ysrJKvL9MERERU0r0He8SZcqUYcaMGVSsWBEPDw9iYmLYtWsX//jHP/Dz83P09MSJjBo1itWrV7N8+XKqVKlCVlYWWVlZQGHgNxgMWCwW5s6dS61atbBYLEyYMIGkpCTmzZuHu7s7Hh4eXL58mSVLlnDfffeRlpbGiBEj8PX1ZerUqRiN+veYu4GHhweBgYFFXmvWrCE4OJinn35avSQ3rUqVKsycOROj0UjFihXZvn07UVFRjBgxgubNm6un5KacOHGCDz74gFq1auHq6sqOHTuYNm0aPXv2pGPHjuon+a8yMzM5fvw4SUlJvPvuuzRo0ABfX1/y8/Px8/Mrlt4pX748+/fvZ+3atTRu3JgLFy4wYsQImjVrVuKP4dcj+G+juLg45s+fT1JSEvXr12f69Om0a9fO0dMSJ/PzUxx/a+zYsYwbNw4oXGqPjo5m+fLlpKam0rx5c9544w0aNGhgH5+bm8vEiRNZu3Ytubm5PPTQQ8yePZsqVaqUSB3inLp06WJ/BD+ol+Tmbd26lcjISE6dOkWVKlUYMGAAL774ov3+DPWU/FEZGRm8/vrrbNy4katXrxIUFESvXr0YM2YMHh4egPpJft+OHTt44oknrtvet29fYmNji613rl27xtixY9m8eTMAnTt3ZtasWb/7+9rtopAmIiIiIiLiRLQmLCIiIiIi4kQU0kRERERERJyIQpqIiIiIiIgTUUgTERERERFxIgppIiIiIiIiTkQhTURERERExIkopImIiIiIiDgRhTQREXFqM2bMwN/f3/6qU6cOYWFhfPfdd8X2HjVq1GDGjBn2n7t06cKzzz5bZA41atT4Q+cKCwsjOjr6lud08eJFKleuzJkzZ275XCIiUrq4OHoCIiIi/4uvry8ffvghAOfOnWP69On06NGDffv2UbZs2WJ/v9mzZ+Pq6mr/+dlnn6Vz587/87j9+/eTkJDA4sWLb3kOlSpVokePHsycOZPY2NhbPp+IiJQeWkkTERGn5+LiQsuWLWnZsiW9evVi8eLFXLlyhc8+++y2vF+9evWoWbOm/efKlSvTpEmT/3ncW2+9xeOPP15swfHpp5/mww8/5KeffiqW84mISOmgkCYiIqXOfffdB8CFCxfs2/bt20d4eDj16tWjUqVKPPDAA8THx1937M6dO2nXrh1BQUGEhoayd+/e68b8mcsdMzIy2LhxI926dbvhuVauXEnjxo2pXLkyAwcOJC8vjwMHDtChQwcqV65Mly5dOH/+fJFjQ0JCKFu2rH0VUURE7g663FFEREqdxMREAKpVq2bfdv78eUJCQnj++edxd3dn7969DBkyBKPRSO/evQG4dOkSffr0oVmzZqxYsYLLly8zYMAAcnJybnlO+/btIycnh9atW1+3b//+/aSkpDBr1iwSExMZP348np6e7N+/n1deeQUvLy8iIiIYPnx4kUBmMBho0aIFX375JQMGDLjlOYqISOmgkCYiIqVCQUEBUBjGRo8eTaNGjXj88cft+3v16mX/b5vNRrt27bh48SIrVqywh7TY2Fjc3d2Jj4/Hy8sLAC8vLwYOHHjL8zt06BABAQFUqFDhun2ZmZmsWrUKPz8/ABISElixYgWffPIJ7dq1A+Dy5cuMGjWK7Oxs+9ygcNXwn//85y3PT0RESg+FNBERcXo//fQT5cuXt/9crlw5vvjiC9zd3e3bUlNTmT59Ops2beLSpUtYLBag8AEcPztw4ADt27cvEoKeeOKJYpljUlISAQEBN9zXtGlTe0CDwqdJurm50aZNmyLboDCs/frSyoCAAK5cuYLNZsNgMBTLXEVExLnpnjQREXF6vr6+bNu2jc8++4x58+ZhNpsZMGAAVqvVPuall17io48+YtiwYaxbt45t27bxzDPPkJubax+TnJxcJOwBeHp64uPjc8tzzMvLw83N7Yb7fh3QAFxdXfHx8cFoNBbZBhSZL4C7uzsFBQX2lUQREbnzaSVNREScnouLC02bNgWgRYsWeHh4MGjQID7++GN69uxJbm4un376KTExMTz//PP2434d4gAqVKjA1atXi2zLyckhMzPzludYtmxZ0tLSbvk8v5WWloaPj0+RrwQQEZE7m1bSRESk1AkLC6N+/frMmzcPKFzFslgsRVayMjIy2Lx5c5HjmjVrxrZt28jOzrZv27BhQ7HMqVatWly+fJm8vLxiOd/Pzp07V+TrAERE5M6nkCYiIqWOwWDg1Vdf5fDhw2zfvh0/Pz+aNWvGrFmz+Ne//sWGDRt48skn8fX1LXLcSy+9RG5uLmFhYWzZsoXly5cTFRWFp6fnLc8pJCQEs9nM0aNHb/lcv/bNN9/c8ImRIiJy51JIExGRUqlnz57UrFmT+fPnAxAXF0e1atV46aWXGDduHN26dSM8PLzIMZUqVSI+Pp6UlBSeffZZ4uLiePvtt4slpNWqVYsGDRrw73//+5bP9bOUlBQOHTp03XeviYjInc2Qmppqc/QkRERE7gSLFi1i5cqV7N69u1jOt2zZMhYuXMiBAwf0ZEcRkbuIVtJERESKyXPPPcfVq1f58ssvb/lcNpuNxYsXM3LkSAU0EZG7jEKaiIhIMfH29iY2NpasrKxbPldSUhJ9+vS57pJNERG58+lyRxERERERESeilTQREREREREnopAmIiIiIiLiRBTSREREREREnIhCmoiIiIiIiBNRSBMREREREXEi/w/0U2V9pv/ilwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x1728 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, [fig1,fig2] = plt.subplots(2,1,figsize=(13,24))\n",
    "\n",
    "fig1.plot(radii,n_ripley,color='black',linewidth=2,label='K')\n",
    "fig1.plot(radii,n_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig1.plot(radii,n_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig1.fill_between(radii[:,0],n_k10[:,0],n_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig1.set_title('K Function without edge adjustment',size=20)\n",
    "fig1.set_xlabel('Radii (m)',size=15); fig1.set_ylabel('K',size=15)\n",
    "fig1.legend();\n",
    "\n",
    "fig2.plot(radii,ripley,color='black',linewidth=2,label='K')\n",
    "fig2.plot(radii,k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig2.plot(radii,k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig2.fill_between(radii[:,0],k10[:,0],k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig2.set_title(\"K Function with Isotropic Correction\",size=20)\n",
    "fig2.set_xlabel('Radii (m)',size=15); fig2.set_ylabel('K',size=15)\n",
    "fig2.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the $L$ and $H$ transforms\n",
    "The K function can also be processed in order to improve visualization. Using the $L$ and $H$ transform functions provided previously, we obtain:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "L_none = np.sqrt(n_ripley/np.pi)                                              # L without edge adjustment\n",
    "L_none_k10 = np.sqrt(n_k10/np.pi); L_none_k90 = np.sqrt(n_k90/np.pi)          # L conf. env. without edge adjustment\n",
    "L_ripley = np.sqrt(ripley/np.pi)                                              # L with isotropic correction\n",
    "L_ripley_k10 = np.sqrt(k10/np.pi); L_ripley_k90 = np.sqrt(k90/np.pi)          # L conf. env. with isotropic correction\n",
    "\n",
    "H_none = L_none - radii[:,0]                                                  # H without edge adjustment\n",
    "H_none_k10 = L_none_k10 - radii; H_none_k90 = L_none_k90 - radii              # H conf. env. without edge adjustment\n",
    "H_ripley = L_ripley - radii[:,0]                                              # H with isotropic correction\n",
    "H_ripley_k10 = L_ripley_k10 - radii; H_ripley_k90 = L_ripley_k90 - radii      # H conf. env. with isotropic correction\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "fig, [[fig1,fig2],[fig3,fig4]] = plt.subplots(2,2,figsize=(13,20))\n",
    "\n",
    "fig1.plot(radii,L_none,color='black',linewidth=2,label='L')                   # L without edge adjustment plot settings\n",
    "fig1.plot(radii,L_none_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig1.plot(radii,L_none_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig1.fill_between(radii[:,0],L_none_k10[:,0],L_none_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig1.set_title('L Function without edge adjustment')\n",
    "fig1.set_xlabel('Radii (m)'); fig1.set_ylabel('L')\n",
    "fig1.legend();\n",
    "\n",
    "fig2.plot(radii,L_ripley,color='black',linewidth=2,label='L')                 # L with isotropic correction plot settings\n",
    "fig2.plot(radii,L_ripley_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig2.plot(radii,L_ripley_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig2.fill_between(radii[:,0],L_ripley_k10[:,0],L_ripley_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig2.set_title(\"L Function with Isotropic Correction\")\n",
    "fig2.set_xlabel('Radii (m)'); fig2.set_ylabel('L')\n",
    "fig2.legend();\n",
    "\n",
    "fig3.plot(radii,H_none,color='black',linewidth=2,label='H')                   # H without edge adjustment plot settings \n",
    "fig3.plot(radii,H_none_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig3.plot(radii,H_none_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig3.fill_between(radii[:,0],H_none_k10[:,0],H_none_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig3.set_title('H Function without edge adjustment')\n",
    "fig3.set_xlabel('Radii (m)'); fig3.set_ylabel('H')\n",
    "fig3.legend();\n",
    "\n",
    "fig4.plot(radii,H_ripley,color='black',linewidth=2,label='H')                # H with isotropic correction plot settings\n",
    "fig4.plot(radii,H_ripley_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig4.plot(radii,H_ripley_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig4.fill_between(radii[:,0],H_ripley_k10[:,0],H_ripley_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig4.set_title(\"H Function with Isotropic Correction\")\n",
    "fig4.set_xlabel('Radii (m)'); fig4.set_ylabel('H')\n",
    "fig4.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The $H$ functions provide the best visualization of the regular Ripley K for this subsurface sample. Both the uncorrected and edge adjusted plots suggest siginificant event clustering for search radii less than or equal to $400 m$. For larger search radii, the edge correction approach factors in (because variance is greater for larger search radii) and while the no edge correction model suggests typical CSR behavior, the isotropically-corrected model indicates some event inhibition. Note that the uncorrected Ripley K curves (especially the confidence envelopes) are \"smoother\" because they tend to follow the theoretical K curve of a Poisson distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### Cross Ripley K\n",
    "Even though the regular Ripley K function is a powerful statistic to describe the density of events in a SPP, it is often the case where events inside $A$ have distinct properties. In subsurface analysis, it is useful to know, for instance, if events of low permeability cluster or disperse about events of high permeability. Therefore, the cross Ripley K function operates exactly like the regular K but also considers different types of events contained by $A$. \n",
    "\n",
    "#### Distinguish events\n",
    "Let us filter the events in *sample1* by their permeabilities. First, we will import the dataset again and obtain summary statistics of the events' permeabilities:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     279.000000\n",
       "mean      212.546761\n",
       "std       568.481338\n",
       "min         0.075819\n",
       "25%         3.666729\n",
       "50%        14.908970\n",
       "75%        64.608670\n",
       "max      5308.842566\n",
       "Name: Perm, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample1 = read_csv('sample_data_biased_1.csv', usecols = ['X','Y','Perm'])\n",
    "sample1['Perm'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let us convert this dataframe to NumPy arrays and filter the events for high and low permeability. We will place the high permeability events in matrix called *high_perm* and the events with low permeability in another matrix called *low_perm*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of events with low permeability is: 162\n",
      "Number of events with high permeability is: 69\n"
     ]
    }
   ],
   "source": [
    "sample1 = sample1.to_numpy()\n",
    "\n",
    "low_perm_thresh = 20                                                     # Low threshold (20 mD)\n",
    "high_perm_thresh = 70                                                    # High threshold (70 mD)\n",
    "\n",
    "high_perm = np.zeros(shape=(1,2))\n",
    "low_perm = np.zeros(shape=(1,2))\n",
    "\n",
    "for i in range(len(sample1)):                                            # Filter by row (by event) and store coordinates\n",
    "    if sample1[i,-1] <= low_perm_thresh:\n",
    "        low_perm = np.row_stack((low_perm,sample1[i,0:-1]))\n",
    "    elif sample1[i,-1] >= high_perm_thresh:\n",
    "        high_perm = np.row_stack((high_perm,sample1[i,0:-1]))\n",
    "        \n",
    "high_perm = high_perm[1:]; low_perm = low_perm[1:]                       # Eliminate zero rows (from preallocating high_perm and low_perm)\n",
    "\n",
    "print('Number of events with low permeability is:', len(low_perm))\n",
    "print('Number of events with high permeability is:', len(high_perm))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let us create a scatter plot of the filtered data that will help us to validate our cross Ripley K graphic results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Hhwvrk7VdlV9++QURERGoXr06xo4dCzc3N2RnZ+PEiRPYv38/8vPz8f3336NatWoIDAxUuT5NW7FiBbKzszFz5kykpKQUKvQoI5vSb/jw4Zg3bx7S0tKwZcuWYoNcqVSKrVu3AijYPnX5m+Ph4YFmzZrhzp07OHz4MNLT04s9LwkPDxdu+/j4FHpcG/vYd999h507d6JRo0bw9fWFi4sLMjMzceDAARw7dgz5+fn49NNP0aFDB4WheaU5D4yIiBBmg7C2tsbw4cPRtm1b2NnZIScnB48fP8a1a9dw6tSpYttM6mGQS6UyfPhwIchdtWoVHjx4gLFjx6JTp04lDnji4+Mxbdo05OXlwcTEBAsXLsTkyZOVXj1OTU0V5iOTN2jQIEyZMqXIqWzmzp2L//3vf/jll19w7do17NixA6NHjxYed3JygpOTk8JV+eIKLXh6esLT01OhGq2yYiVvmjZtmhDgzps3D5988kmhHo6ZM2di7NixOHnyJEJDQzF8+PBi042OHTuGJk2aYN++fQo9T/IBoTZERkYKt5s3b17i58+YMUMIcAcPHox169Yp9NJNmDABISEhmD59OvLz8/HJJ5+ga9euwpQ7Jf3OSiIhIQFz584FUNBzs2HDBgwdOlRhmenTp2P8+PE4evQoHj9+jE8++QS//fab8HjHjh0BFAQAMo0bNzbo4h1bt24VMhAaNGiAgwcPom7dusLjfn5+CAgIwJAhQ9ROTQOAQ4cOwdHREfv27UPDhg2F+4cPH46hQ4fi3XffRW5uLtavX49PP/201L25ZT1OKLN79260bNkSu3fvRs2aNYX7R40ahZ49ewqB7erVq5UGueHh4Th69CiAgpOhgwcPwtnZWXj8vffew9ixYzF8+HCFfU6XVq1aJQS4jRs3xv79+xWOPaNHj8bEiRMxZMgQvHz5Er/99hu8vb3Rt29fYRlzc3O0a9cOf/zxB86fP4/c3FyYmf3/KYnsAhEAtGvXDpcuXVKa9n7r1i0hpVG+d1hboqKihF5cKysrobpyRkYGJkyYgOzsbFSuXBmbN29G7969FZ7r5+eHadOmYdCgQfjnn38wZ84c9O3bF9WrVy/y9Y4dO4YhQ4Zg3bp1CmP6i7pgsm/fPgQEBGDp0qUKvy3jxo1Dr169cOvWLZw7dw5DhgzB8+fPsWfPHnTr1k1YbtiwYejTpw8GDBgAqVSKNWvWKA1yY2Ji8NVXXwEo2AbCwsIU9l2g4OLN0aNH4e/vj+zsbEydOlVpOvmkSZOwbNmyIodJfPXVV5g6dSr27t2LQ4cO4cyZMyq/64iICDRr1gz79+9X2C/Hjh2LgwcPYvz48cjNzcX8+fPh7e2tkWy0kujRowcACBcJiir0KGNtbQ0fHx+sW7cODx48QHR0NLp06aJ02ejoaDx48ABAwTG0SpUqGm59yYwaNQrffPMNxGIx9u/fD39/f6XLSaVSod5L1apVFY4XgPb2sZ07d8LX1xerV69WOAaNHTsWn332GdauXStcsFu6dKnweGnOA7ds2QKg4Lxi7969aN++vdLlxGIxbt26VeR6SD0ck0ul8uGHH6JNmzbC34cOHYKvry/q16+P9u3b44MPPsCGDRuE8XnF+emnn5CVlQWgIMCbMmVKkelRdnZ2Sg/srVu3LnauVgsLCyxcuFA4+MhfLSwvMTExwsHQ398fs2fPVlptukqVKgopWWvWrCl2vSKRCL/++mu5pmCfP39eIWV88ODBJXr+zZs3cfz4cQAF1bl/+eUXpYHLe++9J1RtzsjIKJR6pi1r164VTmSnTZtWKMAFCk461q9fLwTd+/fvx/3798ulfTKhoaFKx3Ep+yc/bqi05Kc/WrdunUKAK+Pp6Sn0XJfEunXrCp0kA8Dbb78t9ESkpqbiypUrJV63jDaOE+bm5tiyZYvCibTMwIEDhfTZuLg4/PPPP4WWkU/t/uWXXxQCXJkOHTpg/vz5KttSHl6/fi3s+2ZmZti8ebPSY4+Hh4dCz5SyXirZsVw2RY+8M2fOQCqVwtTUFLNnzwYAPHr0qFCKonzgW9RJv6b8+++/QlsA4N1334WVlRUA4LfffhO+36VLlxY6+ZZxcXERjulZWVnYvHlzsa9Zt25drFmzRu2idc2bN8ePP/5Y6LfF2tpaITMlJiYGn3/+uUKAK9OpUyd0794dQNHb7ffff4/c3FxYWloiPDxc6b4LFHxGM2fOBABcuXIFFy9eLLSMl5dXsXUAKleujFWrVgm99Orsl2ZmZti4caPS/XLAgAGYNm0agIKhAhs3blS5Pn0wYcIE4basp1YZ+cfGjRunkddWVu9C2b/+/fsXeu7IkSOFc7o30+jlnTt3ThijPGTIkELnBNrax5o0aYKVK1cqBLgyX375pTAGXxPj/f/++28ABVl8RQW4QMEFtLfffrvMr1fRMcilUrG2tsb+/fvx4YcfCj/yQMF4oLi4OISHhwvpHZ06dcLevXuVricvLw979uwBUJBWI/8jrGmmpqZCYH716tVyn7NX/od5+vTpxS5rZ2cnFHY6d+5csRU8O3bsWObiSsq8evUKBw8eFP4dOHAAW7Zswfvvv4+BAwcKQWDz5s1LPFblwIEDwu3AwEDhR0SZjz76SPiBlH+eNslex8zMTDgZUsbW1lYIwqVSqVHPM/vw4UMhe6NNmzZo27ZtkcuOGjVK6Viqori7u8PLy6vIx+WDl7i4OLXXWxolPU68++67aNCgQZGPF9f2+Ph4ITPF09Oz2N6psWPHKmQF6MrFixeFugm9evWCm5tbkcsOHjxY6Om8cOECnj17pvD4m+Ny5cn+btWqFbp37y4EOG8uJxuPa2FhUeSYz5I6deqUwrEvPDwcX3zxBTp06CBcyLKxsVFInZcd3x0cHFRm0XTr1k24MPDmOOw3vffeeyVKwR4/frzSk3UACifVpqamGD9+fJHrkR/b/OZ2m5qaKmQV9OvXT+VcwfJpp6reb1FsbGyEjCF1LnT17NkTzZo1K/LxKVOmwNTUFADUHu+sa66urkKG0P79+5XOwfvy5Uvh98vd3V3pWPfy5ujoKOzrZ86cwePHj5UuJx8AK0tV1tY+NmHChCIvItnY2MDT0xNAQYaXWCwudl2qyM51Hj9+XOpaJqQ+pitTqVWqVAmLFi3Cp59+in379uGPP/7A5cuXCx3Abt26hfHjx8PX1xc///yzwhXmmzdvCtWSO3fuXKqxnTL5+flCMBYbG4snT54gMzNTaYXIjIwMpKenl+tJoyy9z8LCQigCUhxZYJuTk4P4+Hg0bdpU6XLFBQdlkZKSUmRakUy7du2wefPmEqePXr16VbgtS9sqipOTE5o0aYK4uDj89ddfKsf0lNWzZ8+Eq8mySqbF6dGjh9BzWVQVRm3p0qULPvjgA7WWlR83VBryPW2qeszMzc3Rvn17tVOWiwuYgYKpW2SUndiVhKaPE2Vpu/xnqqxHTZ6lpSU6dOggpDbrSkn2XaAgfU/We/Hnn38qFJ6RjaHNyspCdHQ0Pv74Y+ExWfDapUsXYXs6efIkoqOjheOSrCovUNDjr6kp6mQ9j0WpU6cONmzYIIzPS0tLE1IL7e3tcejQIZWvIQtc//rrr2KXK+nxXT7D6k21atUSbjdu3LjY7Vp+2Te32wsXLgj7i6WlpcogUb4yelHvNycnB3v27MGhQ4dw8+ZNPHv2DJmZmUovMhVVZVvem7UZ3mRvb4+mTZvi9u3buH//PtLS0vTiIpIqAQEBOH/+PMRiMcLCwjB58mSFx8PCwoRATFO9uIDyehfKFJUWPGrUKERHRyM/Px87d+4sNAb/9evXwlSETk5OQjAvo819TN1juFQqRVpamkLHTkm98847iI2NxcuXL9G/f3/MnDkTffr00eo5TUXGIJfKrFq1aggICBCq2D19+hSXL1/GqVOnsGPHDiGIDQsLg4uLC+bMmSM8Vz4gLiqIU0dSUhLee++9YqeseFNGRka5/qg9evQIwP9XyyyJ4k7syytNWSQSoUqVKqhVqxZatWqFoUOHwtvbW2nKtSry0wIVleYmr2HDhoiLi4NUKkVycrJWfxDk29aoUSO12ibz9OlTrbSpKI6OjmqP8S1rL/OTJ0+E28pSat+kzjIyqnp95a+yl+VKujaOE2Vpu/xnqqo3TN1ltE2T+4d88Hrx4kW8fv0aFhYWSE5OFoa6yC6odOnSBSdPnlSouHzjxg28fPkSgHbH41pbW6NatWpo0aIF+vTpg1GjRilckE1KShKCvuvXr5fo+K7qok1Jj+/FbY/yFyPfeuutYtdT3HYr+y0DCn7Xw8LC1G6fsvd769YtjB07VhhHqoqqKYkA9fYVWQFN2e+KIQS5gwcPxueff44XL15gy5YthYJcWapypUqVMGLECI29blnrXQwePBhz5szBq1evEB4eXijIPXLkiLBt+Pj4FBqyps19rLjxuoDmfn8AYNasWTh69Cju3r2LmzdvYtKkSTA1NUXLli3Rvn17dOnSBT179iw2u43UxyCXNM7e3h4DBgzAgAEDMG/ePLz33ntCL+bKlSsxffp0YQeW/7EqbVVMiUSC4cOHCydF1atXh7e3N5o1a4ZatWrB0tJSCMTke7PKc7odAEXO76uO169fF/lYWa4qFsfJyUlpkS9NyMzMBFCQDqxOL7B84QzZc7VFfv3q9AyVZ9t0SVbNEoBaP8Al2Z9Lc6GkpLR1nChL22W1CADNf6baUpb9Q1lwIgtes7Oz8eeff8LLy0thSiBZiq0s2E1KSsKDBw/QsGFDrY3HvX79eommBCvLsV0ikRT7eEmP78VN9yOvLNutJn/LXr58iSFDhgip7I6Ojnj33XfRuHFj1KhRA5aWlsJ7WrhwIe7cuaPW/L3qbJvy+5P8vqjPLC0tMXr0aKxevRq3b9/Gn3/+KfTeX758WRhSMmTIEL0K2m1tbeHt7Y3du3fj1q1buHXrlsJQB/lUZWWpyNrcx9TdZzTBzs4Ox44dw4oVK7BlyxYkJycjLy8PMTExiImJwdq1a2FjY4PJkydj9uzZao/FJ+UY5JJWVatWDRs2bBCmlsjMzMSVK1eEq+7yV8NL+yOzc+dO4cT1nXfewbZt24o8GZRV7tOFypUrIy0tDfXq1RPmgauoZCe+ubm5Qu9NceRPrLVdKVJ+/fKBXVHKs226JH/S+Oa8wcro20mjPh4n5F/fUD7TsuwfyoajvDku18vLSwhe3377beEz8vT0hI2NDTIyMhAdHY2GDRsKwbClpaXGxuOWhvz3OHr06ELzuBsb+ff7888/q6xAXpx169YJAa6fnx9WrVpV5Jhi+cq2qqizbcrvT/pwAUldAQEBWLNmDaRSKX777TchyJWv7q/JVGVN8fHxwe7duwEUBLXffPMNgIKe1mPHjgEoGMIgP02PjDHtYzY2Nvjyyy8xd+5c3LhxAxcvXsSFCxdw+vRpPH/+HBkZGfjxxx9x9epV7Ny5s1yDcGPDwlOkdXXr1lVIa5NPd5Mfr1bagjJ//PGHcHvRokXF/ljJxlrqguy9JiUllemqpDGQVSQGoFaKmmxMn0gkUhgrpg2lbdubzzU28mmT8fHxKpdXZ5nypI/HCfnPVH47Koo6y2ibpvePVq1aCcGvLLiV/S8fAJuZmQnFkGRj+2Tjcdu0aaO1jBZ1yP+OqTOjgKHT5PuV7ZdmZmYICgoqMsAFSrZfqrOvyKbzK4/fFU1q2LChMD52z549yMzMREZGhlDgs1mzZsVW7tWVnj17CnPI7ty5U+iR37t3r1CDpKiCUsa4j5mYmMDDwwOBgYHYuHEj7t27h23btglDCU6cOKHzGgyGjkEulQtzc3PhtvzJZYsWLYTxlWfOnFFrrM2b5Ct2Flfl9NmzZyrTb+VTuNSpvlyS5Tt16gSgIP3xyJEjKtdtzFq3bi3cVjXp+T///CMUjmjSpEmh8bgl/c5UqVmzpjBn4o0bN4S5fIsiX7nRmEv+y1fpVFXASiKR4NKlS9puUolo8jihKfL7gWz+4aLk5OQonX6lvJVk331zGWX7h5mZmXBCfvnyZcTHxwsVjN8sdCNLSY6OjkZsbKxQnVTbUwepUr16dbi6ugIomJpH2ZQ7xsTLy0voXTp06JBa6cNFke2X1apVK3Yaoepq9sYAACAASURBVOvXr6s8FstTtT89ffpUuLDeqFEjnaX2yn6/SvrbJauBkpmZiV27dmHXrl1C1kRJZzsoL2ZmZsJ0cElJSUImhqxqspmZGYYPH670ufq8j2nqHMTExAQDBgzA3LlzhfsuXLhQprZVdAxyqVRkU0ioIyEhQRgnAkA4UAEF0xjIDmoZGRn46aefStwW+bFssiuzyixbtkzl2Az5AFyddKeSLO/r6yvcXrx4sV6kHurKwIEDhdvr1q0rtpjDypUrhZMo+efJlPQ7U8egQYMAFKRTBwcHF7lcRkYGfv31VwAFvQFlKcyh7xo0aCBMyfHnn3/i8uXLRS67fft2PH/+vLyaphZNHic0pX79+nB3dwdQUGlZ1jOpzLZt28pcWVoT2rdvL8w1HBkZWWyvyv79+4Xe3o4dOxZZqVwWpObk5AgpqcpSkGXLJScnC/ud/P265OfnB6Cgeve3336r49ZoV82aNdGrVy8AwP3794uds1UV2X757NmzYi9yL168uETrPXHiRLHZYWvXrhXG2yv7XSkvst+vkv529e/fX9gPf/vtNyFV2dLSUuFcQ9/It2379u149OiREMj17Nmz2NkM9HUf0/Q5SL169YTb8pXJqeQY5FKp9OjRA9OnT1eYAkOZpKQkjBs3TvgxadeuXaFelBkzZgjjvJYvX47g4OAir4alpqYqVNcEFHsWFi5cqPSq8ubNm7F27VqV70u+2Mj169c1unybNm2E4On+/fvw9fUt9mJBbm4uDh48iA0bNqhsh6Fp0aKFMJF7fHw8pk6dqrS4VlhYmPD+bWxsMGnSpELLlPQ7U4f83L0rVqwQpjaQJxaLERgYKFTIHTRokFqVog3ZlClThNuBgYFK5zu8fv26wvyh+kKTxwlNkp+HefLkyQqVa2UuXbqE+fPnl2OrimZhYYEPP/wQQMExavz48QpDUGRu3rypMO95cdPyyKclh4aGAiiY1uPNFGR3d3chk0O2nJWVVbHT5pSXSZMmCRkg27dvxxdffFFswcD09HT88ssvCmn0hmTevHlChtacOXMU5oFXJjExEV999VWhuZJl+6VUKsV3331X6HlSqRQLFy4scXX43NxcBAQEKO39PXz4MFatWgWgoNbAhAkTSrRuTZL9fr148aJE6djm5uZCheGrV68K52KDBg1SWTlbl1q3bo3GjRsDKLgItnXrVuF8T9Xct/q6j5XkHGTGjBkKnT5vys3NVRhb3aJFi7I3sAJj4SkqldevX2Pr1q3YunUrXFxc4OXlhZYtW6JGjRowMTFBcnIyLl++jIiICKGgSpUqVbBkyZJC63J2dsaqVaswceJE5Ofn44svvsC2bdswePBguLi4QCQS4fHjx7h8+TKOHz+OwYMHK5wU+fv7Y9myZcjKysLBgwfRtWtX+Pj4oG7dukhOTsaBAwdw9uxZ2Nvbo3nz5sWm2Lm5uaFmzZp49uwZtm/fjho1aqBNmzZCwGNlZaXw2vJzW3799ddISUlB48aNhXFFtWvXVqgguHr1aty/fx+3b99GdHQ0PD09MWjQILRr1w7Vq1eHWCzG06dPcf36dZw8eRIvX77EmDFjSvkt6bfly5ejW7duSElJwa5du3D9+nX4+fnBxcUFaWlpOHz4sMJ4lKVLlyod01fS70wd9evXx6JFizBr1izk5uZi3Lhx6NevH/r06YOqVaviwYMH2LZtmzDutE6dOkq3bWMzZswY7NixA9HR0Xj48CE6duyIMWPGCIXlLly4IAQf3t7ewjy55VE9WRVNHic0adSoUdi1axeOHj2KR48eoXPnzvD390erVq0gkUhw7tw5hIWFwcTEBH369EFkZKRGXz8qKkrtSvPTpk2DnZ0dpk2bhiNHjuD8+fO4e/cuOnToAH9/f2E7uHjxIkJDQ4VxduPGjcO7775b5Ho9PT1ha2uL9PR0oedCWe+sqakpvLy8cOTIEWG5du3alXiebm2oXLkyQkJCMGDAAKSnpyM4OBh79+7FkCFD4ObmBhsbG2RmZiIhIQFXr15FdHQ0cnJyyv2iiqZ4enpi6dKlmDFjBnJycvDBBx9g9erV6NevH1xcXGBpaYm0tDT89ddfuHjxIq5cuQKpVFpoypuJEydi27ZtyMvLw9q1a3Hjxg0MHDgQ9vb2SEpKwo4dOxAbGwtXV1dYWVmpPf1X//79ERERgQ4dOmDcuHFo3rw5srOzcfLkSezdu1cIrObPnw9HR0eNfz7q6tatm3CcHDNmDCZMmAAHBwfhmNm8eXOF8ajyxo4di59++knhgp22Ck5dv35d7ZRuNze3YoeEjBo1CgsXLkR6ejpWrFgBoOAidr9+/Ypdr77uYyU5D5T1ujdr1gydO3dG8+bN8dZbbyErKwvx8fHYvXu3kP3SqFEjDB48WKttN3YMcqlU3Nzc8OzZM0ilUvz9998qizw0a9YMP//8s5Ca96ahQ4fC2toaU6dOxfPnz4US88q8ecJsb2+PdevWYeLEiRCLxbh58yZu3rypsEydOnWwbds2rF+/vth2mpmZYd68eZg5cyYkEolwAJZ5c1qdFi1aYMSIEdi5cyeSk5Px1VdfKSzv5+enkO5qa2uLo0ePYsaMGdi9ezeys7NVzjNorMWM6tatiyNHjsDPzw/37t3D/fv3sWDBgkLLVapUCUuXLi3yKm9JvzN1BQQEQCqVYu7cuRCLxTh06JDSCeibN2+O0NDQYtOsjIVIJEJISAh8fHxw/vx5pKWlYfXq1QrLWFlZYfXq1bh7965w8qYPVac1eZzQtI0bN8Lf3x+nTp1Cenp6ocqhVlZWWLlyJR48eKDxIPf8+fPCFG+qjBkzBnZ2djA1NcWOHTswceJEHD16FKmpqYW2A6Bge5k0aRJ++OGHYtdramqKDh06KLy3olKQu3TpolDTQB9SlWXc3d1x4sQJTJw4EbGxsXjy5Emxwx0sLS1VztGpz8aOHYuaNWtixowZSE5Oxo0bN4o91larVk1p7/zixYsxe/ZsoZjYm2n7TZs2xe+//47p06er3bbJkyejTp06WL9+vdKqzCKRCHPmzEFgYKDa69QGf39/bNiwAffv30dMTEyh+WPXrFmD9957T+lz69evj549ewqViRs2bKi1+aLXrVuHdevWqbXsokWLhGwPZUaNGoVFixZBKpUKPbGDBg1Saxo1fdzHSnIeKBKJIJVKcefOHdy5c6fIdbq5ueH333/nfLllxCCXSmXPnj1ISkrCyZMnceHCBdy5cwePHj1Ceno6pFIpqlSpAicnJ3h4eKBfv37o3bt3sVUTAaBv376IiYnBli1bEBkZiTt37uDly5cwMzODg4MD3N3d0adPHwwZMqTQc/v374/Tp09jxYoViIqKwtOnT2FjY4N69eqhX79+mDRpEqpVq6bWexs/fjycnJywceNGxMTEICUlReiRUGbt2rXw8vLC7t27cefOHaSlpRU7jsLGxgYbN27EjBkzEBYWhrNnz+Kff/5Beno6rKysYG9vD1dXV3h5eaF///5wdnZWq92GqFGjRjh37hxCQ0Oxb98+3Lx5Ey9evEDlypVRv3599OrVC5MmTVKoQqtMSb8zdU2YMAF9+vTBhg0bcOLECTx69AivXr1CtWrV4O7ujsGDB8PX1xempqZlfi1DYWtri4iICISEhCAsLAy3bt2CWCxG7dq10a1bN0yePBmurq74+OOPhefoS/qcJo8TmlS5cmXs3r0b4eHhCAkJwc2bN/Hq1Ss4ODgIn2mzZs0QFBRU7m0rSpUqVRAeHo4TJ04gLCwMFy5cwLNnz2BqaoratWujc+fOGD9+PDw9PdVaX5cuXYQg19rausgU5DeDWm2d1JdW48aNcfr0aRw+fBgHDhzA5cuXkZycjKysLOF3sUWLFujatSv69etXbLElQ+Dt7Y3u3bsjLCwMkZGRuHHjBp4/f468vDzY2trCxcUFnp6e6NGjB3r06KF0uriJEyfC3d0da9aswfnz5/HixQvY2dnBxcUFgwYNQkBAgFrz3r7pxx9/RO/evbFx40Zcv34dz58/R/Xq1dGxY0dMnjxZp9NOyVSpUgXHjx/H6tWrcezYMTx8+BCZmZlqF/Pq1q2bEOTq47RBytSvXx8dOnRQuLimKlVZnj7uY+qeB/7111+IiopCVFQUYmJikJCQgIyMDFhYWKBmzZrCecWwYcMq1HmFtohSU1PLXo6UiIhITrdu3XD9+nXY2toiISGBc/0REWlY3759ceHCBZibm+P27dsVIqOISF26HyhFRERG5dKlS0IBjs6dOzPAJSLSsFu3bgmViQcMGMAAl+gNDHKJiEhtt2/fxosXL4p8/O7du5g4caLwt2w+RyIi0hz54QsffPCBDltCpJ84JpeIiNQWERGBpUuXolu3bmjXrh3q1asHc3NzPHv2DOfOncPBgweFeWYHDx4sTBVFRESlJyvymZGRgYMHD+LgwYMAgO7du6NDhw46bh2R/mGQS0REJSIWi3H06FGFKZ7eNGzYsEJVgomIqHTCw8MLVSp/66238NNPP+moRUT6jUEuERGpbfz48bC3t8fJkydx584dPH/+HGlpabC2toa9vT3at2+P0aNHw8vLS9dNJSIyOiYmJqhTpw68vLwwd+5co56BgagsWF2ZiIiIiIiIjAYLTxEREREREZHRYJCrA/fu3dN1E4gE3B5Jn3B7JH3DbZL0CbdH0jf6uk0yyCUiIiIiIiKjwSCXiIiIiIiIjAaDXCIiIiIiIjIaDHKJiIiIiIjIaHCe3FLIzc1FVlZWqZ9vZWWFtLQ0DbaINK1y5cowM+PuQURERERkaHgWX0K5ubnIyMiAnZ0dRCJRqdZhaWkJKysrDbeMNEUqlSI1NRU2NjYMdImIiIiIDAzTlUsoKyurTAEu6T+RSAQ7O7sy9dYTEREREZFuMMgtBQa4xo/fMRERERGRYWKQS0REREREREaDQS4REREREREZDQa5REREREREZDQY5FYQU6ZMgY+Pj05f387ODnZ2dqhRowY8PDzw5ZdfsrgTERERERFpFOdHoXLTvXt3rF27FhKJBOfPn8dHH32E7OxsLFu2rFTrk0gkMDc313AriYiIiIjIkOm8J/fs2bPw9fVFs2bNYGdnh5CQEIXHpVIpgoKC4OrqCgcHB/Tv3x937txRWCYnJwezZ8+Gi4sL6tSpA19fXyQlJSksk5qaisDAQNSrVw/16tVDYGAgUlNTtf7+DMXZs2fRs2dP2Nvbo3Hjxvjiiy/w+vVrAMCxY8fg6OiI3NxcAMCDBw9gZ2eHjz/+WHj+ggULMGTIkGJfw9LSEvb29nB0dMTIkSMxcuRIREREACj4nlesWAFPT084ODjAy8sL4eHhwnMTEhJgZ2eHnTt3YuDAgXBwcMCmTZuEHurly5ejSZMmqFevHubPn4/8/HwEBQWhUaNGaNKkCZYvX67pj4yIiIiIiPSQzoPcrKwsNG/eHN9//z2sra0LPb5ixQqsWbMGP/zwA06ePImaNWti6NChyMjIEJb54osvcODAAfz66684dOgQMjIy4OPjg7y8PGGZSZMmITY2Fjt27MDOnTsRGxuLDz74oFzeo757/PgxRo4cCXd3d0RFRWHVqlXYtWsXvvnmGwBAx44dIRaLce3aNQDAmTNnUL16dURHRwvrOHPmDDp37lyi17WysoJEIgEAfPfdd9i6dSuWLFmCCxcuYNasWZg1axaOHj2q8JxvvvkGkyZNwoULF9C/f38AwLlz55CQkICDBw9i2bJlWLFiBUaOHInXr1/jyJEj+PzzzzF//nzExMSU+jMiIiIiIiLDoPMgt0+fPvjf//6HwYMHw8REsTlSqRTBwcGYOXMmBg8ejObNmyM4OBiZmZnYuXMnACAtLQ1bt27Ft99+i3feeQeenp5Yu3Ytbt26hT/++AMAEBcXh+PHj2P58uVo37492rVrh59++glHjx7FvXv3yvstK1gSk67T1weAX3/9Ffb29li6dCmaNm2Kvn374uuvv8b69euRnZ2NKlWqwMPDQwhqz5w5g/fffx+JiYn4999/kZ2djatXr5YoyL1y5Qp27tyJbt26ISsrC2vWrMHKlSvRq1cvODs7Y+TIkRg7diw2bNig8LzAwEAMHjwYzs7OqFu3LgDA1tYWS5YsQZMmTTBixAh4eHjgyZMn+Prrr9GoUSNMmDABTk5OCkE5EREREREZJ50HucVJSEjA06dP0aNHD+E+a2treHl54eLFiwCAmJgYSCQShWUcHR3RtGlTYZlLly6hSpUqaN++vbBMhw4dULlyZWEZXYhMfIWVNzMRmfhKZ20ACi4CtG3bVuEiQ8eOHfH69Wv8/fffAIDOnTvjzJkzAApSm3v37o3WrVvjzJkzuHjxIszNzfH2228X+zrHjx9H3bp1YW9vj969e8PLywuLFy9GXFwcxGIxRowYgbp16wr/Nm7ciIcPHyqso1WrVoXW27RpU5iamgp/16pVC25ubgrL1KpVC8+ePSvZB0NERERERAZHrwtPPX36FABQs2ZNhftr1qyJJ0+eAACSk5NhamqK6tWrF1omOTlZWKZ69eoQiUTC4yKRCDVq1BCW0YWlsZlIl0ixLDYTfZwKp2qXF6lUqvDZyJPd37lzZ2zYsAF3795FZmYmPD090blzZ0RHR6NGjRpo166dyiJQXl5eWLFiBczMzFC7dm1h+YSEBABAaGgonJycFJ5jZqa4iVauXLnQet98XZFIVOh5IpEI+fn5xbaPiIiIiIgMn14HuTJvBmDFBWVFLaNseVXrUZbKbGVlBUtLS1VNViniQTpuvSgo7HTzxWtEPEhHz7oWZV5vUfLy8pCXlwexWFzosUaNGmH//v3Izs4WenOjoqJgYWGB2rVrQywWo3Xr1sjJycGyZcvQtm1bSCQStGvXDrNnz0aNGjXQs2dPpeuWf31LS0vUqVNHoT0A4OzsDEtLS/z9998Kve0yYrEYOTk5AAqKjMm/jrL3pey+/Px85ObmFtvGN6Wnp+v0Ikh50nXaPpE8bo+kb7hNkj7h9kj6RhfbZOPGjYt9XK+DXHt7ewAFPbGOjo7C/SkpKULvbq1atZCXl4fnz5+jRo0aCst4eXkJy6SkpCgEtVKpFM+fPy/USyxP2YeXlpYGKyurMr0vsViMG+lAu1r/HyzfSAf6NyzbeotjamqKrKws/PXXXwr3V61aFR988AHWr1+PefPmYfLkyYiPj8eiRYvw/vvvo1q1agAKgnsPDw/s2rUL8+fPh5WVFTp37ozHjx/j0aNHWLBgQbGfi6mpKUxNTZUuY2VlhenTp+Pbb7+FmZkZOnXqhMzMTPz5558wMTHB+PHjhQsLlpaWCutQtl5l95mYmMDMzKxE352trW2hnmVjdO/ePZUHCqLywu2R9A23SdIn3B5J3+jrNqnXQW79+vVhb2+PU6dOoXXr1gAKAsTz58/j22+/BQB4enrC3Nwcp06dwsiRIwEASUlJiIuLE3oF27Vrh8zMTFy6dEm479KlS8jKylLac1gePm9lW+6vef78eXTt2lXhvkGDBmHLli3YsWMH/ve//6FLly6oWrUqRowYgf/9738Ky3bp0gVXrlwRCkxZWVmhTZs2uHbtmsrxuKrMmzcPNWvWxOrVq/HJJ5/AxsYGLVu2xIwZM8q0XiIiIiIiqlhEqampUl02IDMzUyhu9O6772LmzJnw9vbGW2+9BScnJyxfvhxLly7FmjVr0KhRIyxZsgTnzp3D5cuXYWNjAwD4+OOPcfjwYQQHB+Ott97CvHnzkJqaitOnTwsFiUaMGIHHjx9jxYoVkEqlmDlzJpycnBTmYlVHWloaqlatWqb3LBaLy9wbTNqnie/aEOjrFTiqmLg9kr7hNkn6hNsj6Rt93SZ13pN77do1DBw4UPg7KCgIQUFB8PPzQ3BwMGbMmIFXr15h9uzZSE1Nxdtvv43du3cLAS4ALFq0CKampggICIBYLEbXrl3xyy+/KFTcXb9+PT777DMMGzYMAODt7Y3FixeX3xslIiIiIqO1JCYdn3qWf6YeERWm855cQ8Oe3IqDPblE5Y/bI+kbbpOkjsjEV5h0+iU2dHtLqzNmcHskfaOv26Rez5NLRERERKTv5KeFJCLdY5BLRERERFRKkYmvcPuFBABw64UEkYmvdNwiItL5mFwiIiIiIkN1NUWCtrUsFP7WZsoyEanGIJeIiIjKl1QK8z2bYRp/F3nOrpAMHQ/8N489GaaKXHRJF9NCEpUHQ96vGeQSERFRuTLfsxkWEb9DlCuB6a2rAADJsAAdt4pKKzLxFVbezIR7dXP2YBIZCUPfrzkml4iIiMqVafxdiHILxjCKciUwjb+r4xZRWbDoEpHxMfT9mkEuERERlas8Z1dIzcwBAFIzc+Q5u+q4RVRaLLpEZHyMYb9mkEsKEhISYGdnh2vXrqn9nJCQENStW1eLrSIiImMiGToer/uPRq5He7zuP7pgTC4ZJFnRpR51LNG2lgWupkh03SQiKiNj2K85JreCmDJlCl68eIHw8HCF+69du4Z33nkH169fR/369eHo6Ii4uDhUr15d621q2bIlEhMTAQDW1tZwdnZGYGAgAgI4LouIyKiJRJAMC4DhnTbRm1h0icj4GMN+zZ5cUmBqagp7e3uYmZXP9Y85c+YgLi4OZ8+eRf/+/TFr1izs3r27VOvKz89HXl6ehltIRERERKRZS2LSdd0Eo8YglxQoS1c+evQo2rRpA3t7e3h7e2PXrl2ws7NDQkKCwnNPnz6Njh07ok6dOhgwYADi4+NVvp6NjQ3s7e3h4uKCL7/8Eg0bNkRERAQAIC0tDTNmzECjRo3g6OiIfv36KbRLliYdGRmJjh07ombNmoiLi0PLli3xww8/YMqUKXB0dISbmxt2796N1NRUTJgwAXXr1kXr1q1x8uRJzXxoRERERERqklUuNsSxroaCQS4VKzExEWPGjEGfPn1w5swZTJ48GV9//XWh5XJycrBs2TKsXr0akZGRSEtLw8cff1zi17O0tIREIoFUKoWPjw+ePHmC8PBwREVFwcvLC4MGDcK///4rLC8Wi7FkyRL89NNPuHjxIpycnAAAwcHBePvtt3H69GkMGTIEU6ZMwfvvv4/evXsjOjoaXl5eCAwMhFgsLv2HQ0RERERUQoZeudgQcEyurkilMN+zGabxd5Hn7FpQdEMk0upLHj9+vFCBqPz8/GKfs3HjRjg7O2PhwoUQiURo3Lgx7t+/jwULFigsl5ubiyVLlqBx48YAgOnTp2Pq1KnIz8+HiYnqaym5ubkIDw/H7du3MXHiRERFReHGjRu4f/8+rK0L5ub68ssvceTIEYSHh2PGjBkAgLy8PCxevBienp4K6+vZsycmTZoEAPjiiy+wZs0aNGjQAH5+fgCA2bNnY9u2bbhz5w5atWqlsn1ERERERGWlrHKxIc5Dq+8Y5OqI+Z7NsIj4vWB+wFtXAQCSYdotuOTl5YUVK1Yo3Hf79m34+/sX+Zy//voLrVq1gkguAG/Tpk2h5SwtLYUAFwAcHBwgkUiQlpaGt956q8j1L1iwAN9//z1ycnJgYWGBjz76CAEBAVi9ejWys7PRqFEjheXFYjEePnwo/G1mZoaWLVsWWq+bm5twu0qVKqhUqZLCfbVq1QIAPHv2rMi2ERERERFpkqxysfzfDHI1j0GujpjG34Uot+AqjihXAtP4u1qvMlmpUiW4uLgo3JeWllbsc6RSqUKAW5Q3C1XJnqOqp3jq1KkYM2YMrK2t4eDgoPC8WrVq4fDhw4WeY2NjI9y2tLSEqalpoWXMzc0LtUe+jeq2j4hIr+ggC0grjOV9EBGVkD5VLl4Sk45PPfWnPZrEIFdH8pxdYXrrKkS5EkjNzJHn7KrrJinVtGlTHDp0SOG+K1euaGz91apVKxR4A4CHhweSk5NhYmICZ2dnjb0eEZEh00UWkDYYy/sgIjJUsuJX7tXNjbInmYWndEQydDxe9x+NXI/2eN1/dMFVbD0UEBCAhw8f4ssvv8S9e/ewf/9+bNq0CQDU6uEtre7du6NDhw4YPXo0jh07hvj4eFy6dAmLFi3CuXPntPa6RET6TFkWkCEylvdBRGSojL34FYNcXRGJIBkWAPHHPxRcvdbTNK169ephy5YtOHz4MDp37ozg4GB89tlnAAArKyutva5IJML27dvRpUsXzJgxA23btkVAQADu37+P2rVra+11iYj0WZ6zK6RmBcMx9DkLSBVjeR9ERIZIWfErYyNKTU2V6roRhiQtLQ1Vq1Yt0zrEYrFWA0RtCw4ORlBQEOLj49WqnGyoNPFdG4J79+4pFA0j0iVujyoYy1hWA3of3CZJn3B7JE34/lo6LiW/Fv5uV8ui1GOF9XWb5JhcUmn9+vVo3bo1qlevjj///BM//vgj/Pz8jDrAJSLSS/9lAWm7UKHWGcv7ICIyQPpU/EpbGOSSSn///TeWLVuGFy9eoE6dOpgwYQLmzJmj62YRUXkyoJ63IhnDeyAi0jFjrshLxoNBLqkUFBSEoKAgXTeDiHTIGKrhGsN7ICLSJWOvyEvGg/mmRESkkjFUwzWG90BEpEvGXpGXjAeDXCIiUskYquEaw3sgItKVilCRl4wH05WJiEgl2VzeCuNZDYwxvAciIl25miJB21oWCn8zZZn0FYPcEjIzM0NWVhYqVaoEEQuWGCWpVIrs7GyYmXH3IBIYQzVcY3gPREQ6UhEq8pLx4Fl8CVWuXBk5OTlIT08v9TrS09Nha8sDhT6zsrKCpaWlrptBREREREQlxCC3FCwtLcsUACUnJ8PJyUmDLSIiIiIiIiKAhaeIiIiIiIjIiDDIJSIiIiIiIqPBIJeIiIiIiIiMBoNcIiIiIiIiMhoMcomIiIiIiMhoMMglIiIiIiIio8Egl4iIiIiIiIwGg1wiIiIiIiIyGgxyiYiI6P9JpTDfvQlWyz6D+e5NgFSq6xYRkQYtiUk36PUTqcNM1w0gfjWDYQAAIABJREFUIiIi/WG+ZzMsIn6HKFcC01tXAQCSYQE6bhURaUJk4iusvJkJ9+rm6ONkbXDrJ1IXe3KJiIhIYBp/F6JcCQAUBLrxd3XcIiLSlKWxmUiXSLEsNtMg10+kLga5RESkfapSYP973CV0ZdEpsmqug2m2ZZPn7AqpmTkAQGpmjjxnVx23iIg0ITLxFW6/KLiAdeuFBJGJrwxq/UQlwXRlIiLSOlUpsLLHLXMlkCbcLfR4SdbBNNuykQwdD6CgRzfP2VX4m4gM29UUCdrWslD4W5MpxdpeP1FJMMglIiKtU5YCKynB45paB6lBJIJkWAA/OyIj83krW4NeP1FJMF2ZiIi0TlUKrDopsnn1m0IqKvjZkopMkFe/aYnXQURERMaPPblERKR1qlJgZX+Lb16FVYvWylNkRf/9k8rdLsFrEBERUcXAIJeIiLRPVQrsf4//3bIzGjdurHQR0/g4iPLzCxbPz4dpfJzi+phmS0RERGCQS0RE5UEqhfmezYq9rCJRocddbl6FuawnV6TYVZvn3BSmNy5DlJ8PqYkJ8pwV05VVvgYRERFVCAxyiYhI6zRRXRnS//69eVvN1yAiIqKKgYWnyGAtiUnXdROISE3KKh8rPP7wjccf3lW+Dul/6crS/MLrUPEaeqE85vLlfMJERuvXR+yf0gSeQxo/7ilkkCITX2HlzUy4VzfnHGxEBiDP2RWmt65ClCtRXvlYLBbqSUn/+7sQcc4by+SU7DX0QHn0NnM+YSLjFJn4CtuSzNEj8RXPfcqA55AVA4NcMkhLYzORLpFiWWwmD1BEBkBl5WMrS6FYsui/vwuxsnpjGauSvYYeKI+5fDmfMJFxWhqbicw8Ec99yojnkBUD05XJ4EQmvsLtFwWnZLdeSBCZ+ErHLSIilf6rfCz++IeCXsNCRaVcFefAVTZPboOmkJr8t4yJCfIaNC20jL4rj7l8NTEnMRHpF577aAY/x4qDPblkcK6mSNC2loXC37wSR2TgVMyBC8AoCk+VR2+zunMS63OPNxEpkp37ZGdno1KlSjz3KSWeQ1YcDHLJ4HzeylbXTSAiDVM5By4A04Q4xcJTCXGGl4ZbHnP5qjknsd59NkRUJNm5z71799C4cT0dt8Zw8Ryy4mC6MhER6Zw6KbRlTsNlVWEqif+2F5fQlUZfpZqVZonI2LAnl4iIdE6WMiu+eRVWLVorTaEtaxquIaQzk/5QNXezsWxPrDRLRMaIQS4REenefym0f7fsjMaNGxe7TGnTcA0inZn0RkWpUs1Ks0RkjJiuTERE2qcqtVNVaqg661CBVYWpJCpClWpWmiUiY8WeXCIi0jpVqZ2qUkPVWYcqrCpMJaEqhd4YtidWmiUiY8Ugl4iICnpJ92xWPGEXKZvHp3Q0kfpZ5vTQ8qgqrOXPkcqRqhR6I6hSzUqzRGSsGOQSEZHWi+jkObvC9NZViHIlRaZ+Fve4usvomrEUIyIiIjJkDHKJiEjrRXTUrYxclurK+sBYihEREREZMhaeIiIioyiiow/zlhrF50hERGTg2JNLRERa7yUtj8JT+pAqbAi9zURERMaOQS4REWm9iE55FJ7Si1RhIyhGREREZOiYrkxUBkti0nXdBO3Rg9TPCqMCfNZ59ZtCKir4yZGKTJBXv6ni42qk+VaEeUuJiIio7NiTS1RKkYmvsPJmJtyrmxvlvIL6kPpZUVSIz1r03z+p3G05mig8xVRhIiIiAhjkEpXa0thMpEukWBabaZRBrl6kflYQFeGzNo2Pgyg/HwAgys+HaXyc4ntUNSep3DJFfjZMFSYiIiIwXZmoVCITX+H2i4JT6VsvJIhMfKXjFmkeUz/LT0X4rCvCeyQiIiL9wJ5colK4miJB21oWCn8bW28uUz/LT0X4rCvCeyQiIiL9wCCXqBQ+b2Wr6yZoH1M/y09F+KwrwnsECoqI7dmsGMyLRCqfRkRERJrDIJeIiEhDKkQRMSIiIj3HMblEREQaoqyIGBEREZUvBrlEREQawgJbREREusd0ZSIiIg1hgS0iIiLdY5BLRESkKRWlwBYREZEeY7qyAVoSk67rJhBRRSOVwnz3Jlgt+wzmuzcBUmn5Pl8fGMN7ICIinktXAOzJNTCRia+w8mYm3KubG928rESkv8paNdgYqg4bw3sgIqroeC5dMbAn18Asjc1EukSKZbGZum4KEVUgZa0abAxVh43hPRARVXQ8l64YGOQakMjEV7j9ouAE69YLCSITX+m4RURUUZS1arAxVB02hvdARFSR8Vy64mC6sgG5miJB21oWCn8zzYKIykNZqwYbQ9VhY3gPREQVGc+lKw4GuQbk81a2AAoGy3/qaavj1hCRwZBKYb5ns2JwJhKVbB1lrRpsDFWH9eE9aOK71DZDaKMe4W86UfmRnUuT8WOQa2A4WJ6ISooFk4yHIXyXhtBGfcHfdCIi7eCYXAPDwfJEVFIsmGQ8DOG7NIQ26gv+phMRaQeDXAPCwfJEVBosmGQ8DOG7NIQ26gP+phMRaQ/TlQ0IB8sTUWmwYJLxMITv0hDaqA/4m05EpD0Mcg0IB8sTUanoQ8Ek0gxD+C4NoY16gL/pRETaw3RlIiIiIiIiMhoMcomIiIiIiMhoMMglIiIiIiIio8Egl4iIiIiIiIwGg1wiIiIiIiIyGgxyiYgMnVQK892bYLXsM5jv3gRIpbpuERGR0VkSk67rJhCRmjiFEBGRgTPfsxkWEb9DlCuB6a2rAADJsAAdt4qIyHhEJr7CypuZcK9uzvmMiQwAe3KJiAycafxdiHILZiUV5UpgGn9Xxy0iIjIuS2MzkS6RYllspq6bQkRqYJBLRGTg8pxdITUzBwBIzcyR5+yq4xYRERmPyMRXuP2i4ELirRcSRCa+0nGLiEgVpisTERk4ydDxAAp6dPOcXYW/iYio7K6mSNC2loXC30xZJtJvDHKJiAydSATJsABIdN0OIiIj9HkrW103gYhKiOnKRERUMbAKNekhVuw1HPyuiAwHe3KJiKhCYBVq0jes2Gs4+F0RGRb25BIRUYXAKtSkb1ix13DwuyIyLHof5Obl5eG7776Du7s77O3t4e7uju+++w65ubnCMlKpFEFBQXB1dYWDgwP69++PO3fuKKwnJycHs2fPhouLC+rUqQNfX18kJSWV99shIiIdYRVq0ies2Gs4+F0RGR69T1devnw5NmzYgP9j7+6jo6zv/P+/xskEghVCYxJqA1JNJAXBAItQ6oLAKZVleyx4A90eq1mRaqsrbUMJstpfUVQgQcHmgC3UuN78tNKwPy1WcvZr2oIo2M2O4UZo/FJoSDVpEkIYmeAwzO+PNLMMBJJJrpnr7vk4x3OcmYvkfX3mPZ8r77k+1/tav369Ro4cqX379um+++5TamqqfvzjH0uS1q5dq7KyMpWVlSkvL0+rVq3SnDlz9P777+uyyy6TJC1dulRvvvmmNm3apMGDB2vZsmWaN2+efv/738vr9Zq5iwCAJKALNayEjr32wXsF2I+ntbXV0p035s2bp8GDB2vDhg3R5+69914dO3ZMr776qiKRiPLz83XPPfeoqKhIkhQMBpWXl6dHH31UhYWFOn78uHJzc1VWVqbbb79dknT06FGNHj1amzdv1owZM5K6T7W1tcrLy0vq73SiEn+bigroeNhrkYh8W8rVvrda/a8d1/EHv8djdlT28/dxjCmcGMf4kY+wKI7ZsJLi//NnPTnjS2aHAURZdY60/HLlSZMmaceOHfrTn/4kSTpw4IC2b9+ur33ta5KkI0eOqKGhQdOnT4/+m7S0NE2ePFm7du2SJPn9foVCoZhtcnJyNGLEiOg2sJfOBhAsGeq9ziY8g/7vHqVufVm+LeVmh2RLneOY8sEuxrEPyEcD0UUacKTKuqBerPfxtw/QA5Zfrrxo0SIFAgFNnDhRXq9Xp0+fVlFRkRYsWCBJamhokCRlZmbG/LvMzEx9/PHHkqTGxkZ5vV5lZGSct01jY+MFf3dtba2Ru5K0n+0GKz7op7aQVyt2/U1faj9ldji2dNXeavU7qwlP+95qHRp9g8lR2Q/jaAzG0ThDfv//KXvnW7okfFqX7P1vtbQ065OpN5sdlq1xzIYVrPignwJh/vaB9ZgxR3Z39tjyRW5FRYVeeeUVbdy4Ufn5+dqzZ4+Ki4s1bNgwfec734lu5zlnWVskEjnvuXN1t02iTr1b9bS+XVTWBXUoeExSRIeCKfpz/0yujekF37XjFDnS0W02kuJT/2vHkZe9wDgag3E0Tv83/qZLwh3NGS8Jn1Zm2990GWPZaxyzYQX87QOrsuocafki95FHHtH999+vW265RZI0atQo1dXV6amnntJ3vvMdZWdnS+o4W5uTkxP9d01NTdGzu1lZWQqHw2pubtbll18es83kyZOTuDcwAg0gjNHZdCfmGkjEjWZGxiAfjRMeni/vvuroFwZ0kQbsr/Nvn5MnT2rAgAH87QN0w/JF7smTJ8/rfuz1enXmzBlJ0pVXXqns7GxVVVVp3LhxkqT29na9++67Wr58uSSpoKBAPp9PVVVVuu222yRJ9fX1OnjwoCZOnJjEvYERisfSbMoQHo9Ccwt1aPQNlvwGzjb+Po4hs+OwO/LRMHzxAjhP598+HWfNhpkcDWB9li9yb7rpJj399NO68sorlZ+fr5qaGpWVlWn+/PmSOpYp33fffSotLVVeXp5yc3NVUlKiSy+9VLfeeqskadCgQbrjjjv0yCOPKDMzM3oLoVGjRunGG280ce8AADAYX7wAAFzO8kXuqlWrtGLFCv3oRz9SU1OTsrOzdeedd0bvkStJDz74oILBoBYvXqzW1laNHz9eFRUV0XvkStLjjz8ur9erwsJCtbe3a8qUKdqwYQP3yAUAAAAAB7H8fXKdyKoXaMOdyEdYCfkIqyEnYSXkI6zGqjlp+fvkAgAAAADQUxS5AAAAAADHoMgFAAAAADgGRS4AIPEiEfkqnlP/NUvkq3hOikS6fP2q/3dd168DNlXibzM7BABwHct3VwYA2J9vS7lSt74sz+mQvPuqJUmhuYXnvd7vdEiRIwfOex2wo8q6oNbtDWhMhk8zh6aZHQ4AuAZncgEACec9fECe0x13bvWcDsl7+EBcrwN2VFoTUFsoojU1AbNDAQBXocgFACRceHi+Iik+SVIkxafw8Py4XgfsprIuqP0tHV/c7GsJqbIuaHJEAOAeLFcGACRcaM5dkjrO2IaH50cfn/t6+95q9b923HmvA3ZT3RTShKzUmMcsWQaA5KDIRZdK/G0qKhhodhimYgxgiEhEvi3lscWdx2N2VMnn8Sg0t1Chbl4/NPoGS95UHtZk5Xm6eKw14wIAN2C5Ms7T2SjDzUurGAMYpbOhUsoHu5S69WX5tpSbHRLgCMzTAIALocjFeWiUwRjAODRUAhKDeRoAcCEUuYhBowzGAMaioRJgPOZpAMDFcE0uYtAogzGAsbpruAQgfszTAICLochFDBplMAYwWHcNlwDEjXkaAHAxLFcGLKzE32Z2CACMFInIV/Gc+q9ZIl/Fc1IkYnZEAAA4DmdyAYvq7Bw6JsPHMjzAITq7bXtOh+TdVy1JCs0tNDkqAACchTO5gEXRORRwHrptAwCQeBS5gAXRORRwJrptAwCQeCxXBiyIzqGAM9FtGwCAxKPIBSwoKZ1DIxH5tpTrqr3V8l07ruOPbY8n8b8XcDO6bQMAkHAUuYBLdTbA6Xc6pMiRjusCaYADAAAAu+OaXMClaIADAAAAJ6LIBVyKBjgAAABwIpYrAy7V2fCmfW+1+ndekwsAAADYHEUu4FZ/b4BzaPQNysvLMzsaAAAAwBAsVwYAAAAsoMTfZnYIgCNQ5AIAAAAmq6wLat3egCrrgmaHAtgeRS4AAABgstKagNpCEa2pCZgdCmB7FLkAAACAiSrrgtrf0nFbv30tIc7mAn1E4ykAAADARNVNIU3ISo15PHNomokRAfZGkQsAAACYqHjsQLNDAByF5coAAAAAAMegyAUAAAAAOAZFLgAAAADAMShyAQAAAACOQZELAAAAAHAMuisDsK9IRL4t5fIePqDw8HyF5twleTz2+x0AAAAwDEUuANvybSlX6taX5TkdkndftSQpNLfQdr8DAAAAxmG5MgDb8h4+IM/pkCR1FKGHD9jydwAAAMA4FLkAbCs8PF+RFJ8kKZLiU3h4vi1/BwAAAIzDcmUAthWac5ckxV4va8PfAQAAAONQ5AKwL49HobmFCtn9dwAWVOJvU1HBQLPDAAAgbixXBgAAMSrrglq3N6DKuqDZoQAAEDeKXAAAEKO0JqC2UERragJmhwIAQNwocgEAQFRlXVD7WzoW6O9rCXE2FwBgO1yTCwAAoqqbQpqQlRrzeObQNBMjAgAgPhS5gFtFIvJtKddVe6vlu3ZcR9dgj8fsqOzn7+MY032ZcYwf+WgZxWNpNgUAsDeKXMClfFvKlbr1ZfU7HVLkyAFJUmhuoclRxckCBWbnOHpOh+TdVy3JhuNoAY7IR4uhOzIAwK0ocgGX8h4+IM/pjuvuPKdD8h4+YLvb5FihwHTCOFoB42iszu7IYzJ8LDUGALgOjacAlwoPz1ckxSdJiqT4FB6eb3JE8euqMEo2J4yjFTCOxqI7MgDAzTiTC7hUaM5dkqT2vdXq33kNpM2Eh+fLu69antMh0wqjznGLWTKNuDkhH62iq+7InM0FALgJRS7gVh6PQnMLdWj0DcrLyzM7ml6xRIH593FkaW0fOSAfrYLuyAAAt6PIhWPRdMUFKDCRTBZodNYTdEf+XxwHAMCdKHLhSDRdAWA0KzQ6Q89xHAAA96LxFByJpisAjGaFRmfoOY4DAOBeFLlwnK6argBAX9EB2j44DgCAu7FcGY5D0xUAiWCJRmfoEY4DAOBuFLlwHJquAEgIGp3ZBscBAHA3lisDQF9EIvJVPKf+a5bIV/GcFImYHREAoAsl/rY+vQ7n4L12PopcAOiDzo67KR/sUurWl+XbUm52SACAc3R2277Q9dndvQ7n4L12B4pcAOgDOu4CgPV1122bbtzuwXvtDhS5ANAHdNwFAGvrrts23bjdg/faPWg8BQB9QMddALC27rpt043bPXiv3YMiFwD6go67ABKsxN+mogI6RvdWd9226cbtHrzX7sFyZQAAAIuiSQ4AxI8iFwAAwKJokgMA8aPIBQAAsCCa5ABA73BNLgAAgAXRJAcAeociFwAAwIJokgMAvcNyZQAAgF4q8beZHQIA4BwUuQAAAL1A52MAsCaKXAAAgF6g8zEAWBNFLgAAQJzofAwA1kXjKQAAgDjR+RgArIsiFwCcLhKRb0u5vIcPKDw8X6E5d0kej9lRweJK/G0qKqC774XQ+RhwN+ZIa6PIBQCH820pV+rWl+U5HZJ3X7UkKTS30OSoYGWdDZXGZPg4OwkA52COtD6uyQUAh/MePiDP6Y5rBz2nQ/IePmByRLA6GioBwIUxR1ofRS4AOFx4eL4iKT5JUiTFp/DwfJMjgpXRUAkALow50h5YrgwADheac5ckxV6TC1wADZUA4MKYI+2BIhcAnM7jUWhuoUJmxwFboKESAFwYc6Q9sFwZAAAAAOAYFLkAAAAAAMegyAUAAAAAOAZFLgAAAADAMShyAQAAAACOQZELAAAAAHAMilwAAAAAgGNQ5AIAAAAAHIMiFwAAAADgGBS5AAAAAADHoMgFAAAAADgGRS56pcTfZnYIAGAK5j8AAKyNIhdxq6wLat3egCrrgmaHAgBJxfwHAID1UeQibqU1AbWFIlpTEzA7FABIKuY/AACsjyIXcamsC2p/S0iStK8lxNkMAK7B/AcAgD2kmB0A7KW6KaQJWakxj2cOTTMxIgBIDuY/AADsgSIXcSkeO9DsEADAFMx/AADYA8uVAQAAAACOQZELAAAAAHAMWxS5n3zyie69915dffXVys7O1sSJE7Vjx47o65FIRE888YTy8/M1ZMgQzZ49Wx9++GHMzzh16pQWL16sq666SldccYXmz5+v+vr6ZO8KAAAAACCBLF/ktra26utf/7oikYh+9atfadeuXVq1apUyMzOj26xdu1ZlZWVauXKl3n77bWVmZmrOnDk6ceJEdJulS5fqjTfe0KZNm/Tmm2/qxIkTmjdvnsLhsBm7BQAAAABIAMs3nlq3bp2GDBmiZ599Nvrc8OHDo/8fiUS0fv16LVq0SDfffLMkaf369crLy9PmzZtVWFio48eP64UXXlBZWZmmTZsmSXr22Wc1evRo/e53v9OMGTOSuk8AgHNEIvJtKddVe6vlu3acQnPukjwes6MCADhQib9NRQU0E3Qyy5/J3bp1q8aPH6/CwkLl5ubqhhtu0M9//nNFIhFJ0pEjR9TQ0KDp06dH/01aWpomT56sXbt2SZL8fr9CoVDMNjk5ORoxYkR0GwCAeXxbypW69WUN+r97lLr1Zfm2lJsdEgDAgSrrglq3N8C9zh3O8mdyDx8+rE2bNul73/ueFi1apD179mjJkiWSpIULF6qhoUGSYpYvdz7++OOPJUmNjY3yer3KyMg4b5vGxsYL/u7a2lojdyVpPxuIF/kIs121t1r9TockSZ7TIbXvrdah0TeYHBXQgTkSVkI+9s2KD/qpLeTVil1/05faT5kdjiOYkZN5eXkXfd3yRe6ZM2c0duxY/eQnP5EkXXfddTp06JA2btyohQsXRrfznLOsLRKJnPfcubrbprvB663a2tqE/WwgXuQjrMB37ThFjhyQ53RIkRSf+l87jryEJTBHwkrIx76prAvqUPCYpIgOBVP05/6Zmjk0zeywbM2qOWn5Ijc7O1sjRoyIee6aa67R0aNHo69LHWdrc3Jyots0NTVFz+5mZWUpHA6rublZl19+ecw2kydPTvQuAAC6EZpzlySpfW+1+ndekwsAgIGqm0KakJUa85gi15ksX+ROmjRJH330UcxzH330kYYOHSpJuvLKK5Wdna2qqiqNGzdOktTe3q53331Xy5cvlyQVFBTI5/OpqqpKt912mySpvr5eBw8e1MSJE5O4NwCALnk8Cs0t1KHRN1jyG2EAgP0Vj6XZlFtYvsj93ve+p5kzZ6qkpERz585VTU2Nfv7zn+vhhx+W1LFM+b777lNpaany8vKUm5urkpISXXrppbr11lslSYMGDdIdd9yhRx55RJmZmRo8eLCWLVumUaNG6cYbbzRx7wAAAAAARrJ8kTtu3Di99NJLWr58uVavXq2cnBw99NBDWrBgQXSbBx98UMFgUIsXL1Zra6vGjx+viooKXXbZZdFtHn/8cXm9XhUWFqq9vV1TpkzRhg0b5PV6zdgtAAAAOIgVbktjhRgAK/C0trZGzA7Cbax6gTbciXyElZCPsBpyEj1RWRfUgt8f08apgxN6jefF8jFZMQBns+ocafn75AIAAABWVloTUFsoojU1AVfHAFgFRS4AAADQS5V1Qe1v6bjP976WkCrrgq6MAbASy1+TCwAAAFiVFW5LY4UYACuhyAUAAK5Fox506m0uWOG2NFaIAbASlisDAABXqqwLat3eAEs7QS4ADkORCwAAXIlGPehELgDOQpELAABch0Y96EQuAM7DNbkAAMB1aNSDTuQC4DwUuQAAwHVo1INO5ALgPCxXBgAAAAA4BkUuAAAAAMAxKHIBAAAAAI5BkQsAAAAAcAyKXAAAAACAY1DkArC8En+b2SHADiIR+SqeU/81S+SreE6KRMyOyNa6+9zxucTZyAfYCfnqfBS5ACytsi6odXsDqqwLmh0KLM63pVypW19Wyge7lLr1Zfm2lJsdkm1197njc4mzkQ+wE/LVHShyAVhaaU1AbaGI1tQEzA4FFuc9fECe0yFJkud0SN7DB0yOyL66+9zxucTZyAfYCfnqDhS5ACyrsi6o/S0dRcu+lhDfuuKiwsPzFUnxSZIiKT6Fh+ebHJE9dfe543OJs5EPsBPy1T1SzA4AAC6kuimkCVmpMY9nDk0zMSJYWWjOXZI6zuiGh+dHHyM+3X3u+FzibOQD7IR8dY9eF7mfffaZmpublZaWpvT0dCNjAgBJUvHYgWaHADvxeBSaW6iQ2XHYXHefOz6XOBv5ADshX92jx0XuiRMnVFFRoaqqKu3cuVNNTU3/+0NSUjRq1ChNmTJF3/jGN/QP//APCQkWAGBTkYh8W8pjz7J6PGZHZVkl/jYVFfDHmB3wXgGA9XRb5P71r3/V6tWr9dprr+nTTz+VJA0aNEh5eXkaPHiwgsGgWlpatGfPHvn9fj3zzDMaPXq0HnjgAd16660J3wEAgPV1dj72nA7Ju69akhSaW2hyVNbU2flzTIaPZXQWx3sFANZ00SL38ccfV1lZmU6dOqVp06Zp7ty5mjRpkr70pS+dt+3Jkyf13//933r77bf12muv6Z577tGGDRv09NNP69prr03YDgAArK+rzscsK+7a2Z0/KZysjfcKAKzpot2Vn3nmGd15553au3evXnvtNX3rW9/qssCVpAEDBugf//Ef9ZOf/ER79uzRyy+/rFAopK1btyYkcACAfdD5uGfo/GkfvFcAYF0XPZNbXV2tL3zhC3H/UI/Ho1mzZmnWrFlqaGjodXAAAGeg83HP0PnTPnivAMC6Llrk9qbAPVd2dnaffwYAJBrNYxKMzsc9QudP++C9AgDruuhyZQBwg87mMSw3BAAAsL9e3Se3ublZBw8e1F//+leFQl1/L/+tb32rT4EBQLLQPAYAAMA54ipyT506pWXLlunFF1/UZ5991uU2kUhEHo+HIheALXTVPIZCFwAAwL7iKnL//d//XZs2bdKIESM0Z84cfeELX1BKSq9OBgOAJdA8BgAAwFniqlD/8z//U6NGjVJVVZV8Pl+iYgKApKF5DAAAgLPE1Xjq5MmTmjZtGgUuAABAkpT428wOAYADdTe32HnuiavIzc/P5763AAAASUL3dwCJ0N3cYve5J64i94EaA21MAAAgAElEQVQHHtBvfvMbffTRR4mKBwAAAH93dvd3ADBKd3OL3eeeuK7J/eY3v6lPPvlEs2bN0t13363rrrtOAwd2fT3bV7/6VUMCBAAAcCO6vwNIhO7mFifMPXG3Rm5tbdXJkye1atWqi27X0tLS66AAAADcju7vABKhu7nFCXNPXEXumjVrtHLlSn3+85/XnDlzNGTIEG4hBACwlBJ/m4oK6JoN+6P7O4BE6G5uccLcE1eFWl5eruHDh+t3v/udBg0alKiYAADolc5GGWMyfLb71hkAABgjrsZTjY2NmjVrFgUuAMCS7N4oAwAA9F1cRe7w4cN1/PjxRMUCAECvddUoAwAAuE9cRe6//uu/6q233uJeuQAAy+lslDH9in6akJWq6qaQ2SEBAAATxHVN7k033aQdO3Zo5syZ+vGPf6yCgoIL3kJo6NChhgQIAEBPOKFRBgAA6Lu4itzrrrtOHo9HkUhEDzzwwAW383g8am5u7nNwAAAAAADEI64id/78+fJ4PImKBQAAAACAPomryF2/fn2i4gAAAAAAoM/iajwFAAAAAICVUeQCAAAAABzjokXu4sWL+3S7oDfeeEObN2/u9b8HLqbE32Z2CI6w6S9xXbUAJBT52DM9mf+YIwGga8yPznfRIve1117T2LFj9cMf/lB//OMfe/QDjx8/rueee05TpkzRnXfeqZaWFkMCBc5WWRfUur0BVdYFzQ7F1irrgnqx3sc4whLIx57pyfzHHAkAXWN+dIeLfmXu9/u1YsUKlZeXq7y8XF/84hc1adIkFRQUaMiQIUpPT1d7e7taWlpUW1ur999/X//zP/+jU6dOacSIEXr11Vf1ta99LVn7AhcprQmoLRTRmpqAZg5NMzsc2yqtCSgQ9jCOsATysWd6Mv8xRwJA15gf3eGiRW56erpWr16tBx98UM8995xefvllbd68WZs3bz7vVkKRSERer1dTp07V3XffrZtuukmXXMIlvzBeZV1Q+1tCkqR9LSFV1gWZpHqBcYSVkI8905NxYiwBoGvMj+7Ro4ufcnJy9PDDD+vhhx/Whx9+qPfee09Hjx5VS0uL+vfvr8zMTI0aNUpf+cpXNHDgwETHDJerbgppQlZqzGMmqPh1juPJkyc1YMAAxhGmIh97pifzH3MkAHSN+dE9PK2trRGzg3Cb2tpa5eXlmR0GIIl8hLWQj7AachJWQj7Caqyak6wnBgCXoJskAMANON6BIhcAXIBukgAAN+B4B4kiFwBc4exukgAAOBXHO0gUuQDgeF11kwQAwGk43qFTj7orAwDsi26SAAA34HiHTt0WuYFAQJ/73OeSEQsAIAGKx3Jrt2Qr8bepqIBx7yvGEUYin5yP4x06dbtc+YYbbtDu3buTEQsAALZH0xNjMI4wEvkEuEu3Re7Ro0f1T//0T1qxYoXC4XAyYgIAwLZoemIMxhFGIp8Ad+m2yK2srNTw4cNVWlqqmTNn6tChQ8mICwAA26HpiTEYRxiJfALcp9sid9y4cdq+fbvuuusuVVdXa8qUKSovL09CaAAA2Etn05PpV/TThKxUVTeFzA7JlhhHGIl8AtynR92V09LStGbNGt100026//779cMf/lDbtm3T8uXL1b9//y7/zdChQw0NFAAAq6PpiTEYRxiJfALcJ65bCM2cOVPvvfee7r33Xm3btk3btm3rcjuPx6Pm5mZDAgQAAEACRCLybSmX9/ABhYfnKzTnLsnjMTsqAKIbeF/FfZ/cvXv3at++fYpEIsrOzlZqamr3/wgAAACW4ttSrtStL8tzOiTvvmpJUmhuoclRAejsBj4mw8d9fnupx0VuKBTST3/6U61fv14pKSn66U9/qgceeEAevvEDAACwHe/hA/Kc7rg+1XM6JO/hA+JqVcB8Z3cDp8jtnW4bT0nShx9+qGnTpqmsrEzXXHON/uu//kv/9m//RoELAABgU+Hh+Yqk+CRJkRSfwsPzTY4IAN3AjdHtmdz169dr+fLlOnXqlBYuXKjly5erX79+yYgNAAAACRKac5ckxV6TC8BUnd3Az37M2dz4dVvkPvTQQxoyZIjKyso0ffr0ZMQEwEZojAAANuXxKDS3kCXKgIXQDdwY3S5X/ud//mft3LmTAhfAeTobI7CUBgAAAFbRbZH7wgsvaPDgwcmIBYDNnN0YAQAAALCCHjWeAoBz0RgBAAAAVhT3fXIBQKIxAgAAAKyJIhdAr9AYAQAAAFbEcmUApivxt5kdAgAAAByCIheAqejQDAAAACNR5AIwFR2aAQAAYCSKXACmoUMzAAAAjEbjKQCmoUMzAAAAjEaRC8cq8bepqIAOwFZGh2YAAJKLv4/gBixXhiPRzAgAACAWfx/BLShy4Ug0MwIAAIjF30dwC4pcOA7NjAAAAGLx9xHchGty4Tg0MwIAAIjF30dwE4pcOA7NjAAAAGLx9xHchOXKAAAAAADHoMgFAAAAADgGRS4AAAAAwDEocgEAAAAAjkGRCwAAAABwDIpcwOFK/G1mhwAYipx2zhjYYT82/YUbUQCA3VDkAg5WWRfUur0BbvgOxyCnnTMGdtiPyrqgXqz3WTpGAMD5KHIBByutCagtFNGamoDZoQCGIKedMwZ22I/SmoACYY+lYwQAnI8iF3Coyrqg9reEJEn7WkKciYDtkdPOGQM77IcdYgQAdI0LTQCHqm4KaUJWaszjmUPTTIwI6Bty2jljYIf96Izx5MmTGjBggCVjBAB0jSIXcKjisQPNDgEwFDntnDGww350xlhbW6u8vGEmRwMAiAfLlQEAAAAAjkGRCwAAAABwDNsVuaWlpUpPT9fixYujz0UiET3xxBPKz8/XkCFDNHv2bH344Ycx/+7UqVNavHixrrrqKl1xxRWaP3++6uvrkx0+AAAAACCBbFXkvv/++3r++ec1atSomOfXrl2rsrIyrVy5Um+//bYyMzM1Z84cnThxIrrN0qVL9cYbb2jTpk168803deLECc2bN0/hcDjZuwEAAAAASBDbFLnHjx/XPffco2eeeUbp6enR5yORiNavX69Fixbp5ptv1siRI7V+/XoFAgFt3rw5+m9feOEFLV++XNOmTVNBQYGeffZZ7du3T7/73e9M2iMAAAAAgNFsU+R2FrFTp06Nef7IkSNqaGjQ9OnTo8+lpaVp8uTJ2rVrlyTJ7/crFArFbJOTk6MRI0ZEtwHcatNfaLJuhBJ/m9khAAAAQDYpcp9//nkdOnRIy5YtO++1hoYGSVJmZmbM85mZmWpsbJQkNTY2yuv1KiMj44LbAG5UWRfUi/U+VdYFzQ7F1irrglq3N8A4AgAAWIDlT+HU1tZq+fLl+u1vf6vU1NQLbufxeGIeRyKR8547V3fb1NbWxhdsHBL5s4GeWvFBPwXCXq3Y9Td9qf2U2eHY1ooP+qktxDgahfkRVkNOwkrIR1iNGTmZl5d30dctX+Tu3r1bzc3N+spXvhJ9LhwOa+fOnfrlL3+p9957T1LH2dqcnJzoNk1NTdGzu1lZWQqHw2pubtbll18es83kyZMv+Lu7G7ze6rixfGJ+NtBTlXVBHQoekxTRoWCK/tw/UzOHppkdlu0wjsZifoTVkJOwEvIRVmPVnLT8cuXZs2dr586d2r59e/S/sWPH6pZbbtH27duVm5ur7OxsVVVVRf9Ne3u73n33XU2cOFGSVFBQIJ/PF7NNfX29Dh48GN0GcJvqppAmZKVqUnpYE7JSVd0UMjskW+ocx+lX9GMcAQAALMDyZ3LT09NjuilL0oABAzR48GCNHDlSknTfffeptLRUeXl5ys3NVUlJiS699FLdeuutkqRBgwbpjjvu0COPPKLMzEwNHjxYy5Yt06hRo3TjjTcme5cASygeO1BS5zdww0yOxr46xxEAAADWYPkitycefPBBBYNBLV68WK2trRo/frwqKip02WWXRbd5/PHH5fV6VVhYqPb2dk2ZMkUbNmyQ1+s1MXIAAAAAgJE8ra2tEbODcBurrl2HO5GPsBLyEVZDTsJKyEdYjVVz0vLX5AIAAAAA0FMUuQAAAAAAx6DIBQAAAAA4BkUuAAAAbK/E32Z2CHAR8s3aKHIBAABga5V1Qa3bG1BlXdDsUOAC5Jv1UeQCAADA1kprAmoLRbSmJmB2KHAB8s36KHIBAABgW5V1Qe1vCUmS9rWEOLuGhCLf7CHF7AAAAACA3qpuCmlCVmrM45lD00yMCE5GvtkDRS4AAABsq3jsQLNDgIuQb/bAcmUAAAAAgGNQ5AIAAAAAHIMiFwAAAADgGBS5AAAAAADHoMgFAAAAADgGRS4AAAAAwDEocgGX2/QX7iQGAAAA56DIBVyssi6oF+t9qqwLmh0KAAAAYAiKXMDFSmsCCoQ9WlMTMDsUAAAAwBAUuYBLVdYFtb8lJEna1xLibC4AAAAcgSIXcKnqppAmZKVqUnpYE7JSVd0UMjskAAAAoM/oOAO4VPHYgZKk2tpa5eUNu+B2Jf42FRUMTFZYpnHLfgIAADgdZ3IBXFBlXVDr9gYcv5TZLfsJAADgBhS5AC6otCagtlDE8Y2p3LKfAAAAbkCRC6BLbmlM5Zb9BAAAcAuuyQXQpc7GVGc/njk0zcSIEsMt+wkAAOAWFLkAutTZmMrp3LKfAAAAbsFyZQAAALheib/N7BD6zAn7ABiBIhcAAACu5oQu+07YB8AoFLkAAABwNSd02XfCPgBGocgFAACAazmhy74T9gEwEo2nAAAA4FpO6LLvhH0AjESRCwAAANdyQpd9J+yD3ZT421RU4Oxxt/M+slwZAAAAAHrIDU2+7L6PFLkAAAAA0ENuaPJl932kyAUAAACAHnBDky8n7CPX5AIAAABAD7ihyZcT9pEiFwAAAAB6wA1NvpywjyxXBuAKJf42s0MAYEOb/sL5ACQPxyrAGBS5ABzP7h0CAZijsi6oF+t9zB1ICo5VgHEocgE4nt07BAIwR2lNQIGwh7kDScGxCjAORS4AR3NCh0AAycfcgWQi3wBjcaEJAEdzQodAAMnXOXecPHlSAwYMYO5AQnGsAoxFkQvA0ZzQIRBA8nXOHbW1tcrLG2ZyNHA6jlWAsViuDAAAAABwDIpcAAAAAIBjUOQCAAAAAByDIhcAAAAA4BgUuQAAy9j0F/ohAgCAvqHIBQBYQmVdUC/W+7g/JJKqxN9mdggAHIi5xVwUuQAASyitCSgQ9mhNTcDsUOASlXVBrdsb4IsVAIZibjEfRS4AwHSVdUHtbwlJkva1hPjDAElRWhNQWyjCFysADMXcYj6KXACA6aqbQpqQlapJ6WFNyEpVdVPI7JDgcHyxAiARmFusgQ4fAADTFY8dKEmqra1VXt4wk6OBG3R+sXL245lD00yMCIATMLdYA0UueqXE36aigoFmhwEArsQc3HedX6w4AfkAWIeT5hY7Y7ky4sbF9ABgHuZgnI18AIDzUeQiblxMDwDmYQ7G2cgHADgfRS7iwsX0AGAe5mCcjXwAgK5xTS7iwsX0AGAe5mCcjXwAgK5R5CIuXEwPAOZhDsbZyAcA6BrLlYE+KPG3mR0CYChy2h54n2Ak8gmA01DkAr1ER0s4DTltD7xPMBL5BMCJKHKBXqKjJZyGnLYH3icYiXwC4EQUuUAv0NESTkNO2wPvE4xEPgFwKhpPAb1AR0s4DTltD7xPMBL5BMCpKHKBCyjxt6mooOvOlXS0hNOQ0/bA+wQjdebTxY53AGBHLFcGukAjDgCAG3C8A+BEFLlAF2jEAQBwA453AJyIIhc4B404AABuwPEOgFNxTS5wDhpxAADcgOMdAKeiyAXOQWMXAIAbcLwD4FQsVwYAJE2Jv83sEFyDsQYAuBVFLgAgKejimjyMNQDAzShyAQBJQRfX5GGsAQBuRpELAEg4urgmD2MNAHA7Gk8BABKOLq7Jw1gDANyOIhcAkHB0cU0eO411ib9NRQX2iRcAYA8sVwYAAElHcywAQKJQ5AIAgKSjORYAIFEocgEAQFLRHAsAkEhckwsAAJKK5lgAgESiyAUAAEllp+ZYAAD7YbkyAKijy2tfXgcAAIA1UOQCcL3uurzSBRYAAMA+KHIBuF53XV7pAgsAAGAfFLkAXK27Lq90gQUAALAXGk8BcLXuurzSBRYAAMBeKHJdqMTfpqICOlvaAe9V4nXX5ZUusMm16S8pejLP7CgAAICdsVzZZWigYx+8V3CbyrqgXqz3kfMAAKBPKHJdhgY69sF7BbcprQkoEPaQ8wAAoE8ocl2EBjr2wXsFtyHnAQCAUbgm10VooGMfvFdwm86cP3nypAYMGEDOAwCAXqPIdREa6NgH7xXcpjPna2trlZc3zORoAACAnbFcGa5V4m8zOwQAAAAABqPIhSvRuRgAAABwJopcuBKdiwEAAABnosiF69DFFQAAAHAuGk/BdehcDAAAADgXRS5cx2mdi0v8bSoqcNY+AQDshWMRACthuTJgYzTQAgCYjWMRAKuhyAVsjAZaAACzcSwCYDWWL3LXrFmjadOmaejQobr66qs1b9487d+/P2abSCSiJ554Qvn5+RoyZIhmz56tDz/8MGabU6dOafHixbrqqqt0xRVXaP78+aqvr0/mrgCGooEWAMBsHIsAWJHli9wdO3bo7rvv1rZt2/T6668rJSVF3/zmN3Xs2LHoNmvXrlVZWZlWrlypt99+W5mZmZozZ45OnDgR3Wbp0qV64403tGnTJr355ps6ceKE5s2bp3A4bMZuAX3W2UBr+hX9NCErVdVNIbNDAgC4DMciAFbkaW1tjZgdRDwCgYCGDRuml156SbNmzVIkElF+fr7uueceFRUVSZKCwaDy8vL06KOPqrCwUMePH1dubq7Kysp0++23S5KOHj2q0aNHa/PmzZoxY0ZS96G2tlZ5eXlJ/Z3AhZCPsJLi//NnPTnjS2aHAUQxRxqDxlTGYI40BvloHKvOkZY/k3uuQCCgM2fOKD09XZJ05MgRNTQ0aPr06dFt0tLSNHnyZO3atUuS5Pf7FQqFYrbJycnRiBEjotsATlXibzM7BFdgnPuusi6oF+t9LHe0CXIePUVjKmMwRxqDfHQH291CqLi4WKNHj9b1118vSWpoaJAkZWZmxmyXmZmpjz/+WJLU2Ngor9erjIyM87ZpbGy84O+qra01MvSk/Wyg0zstl+jpg/10+am/6aufP3PB7cjHvunpOOPiVnzQT4GwVyt2/U1faj9ldji4CLflPHNk36z4oJ/aQny2+4o50hjko/HMmCO7O3tsqyL3oYce0nvvvae33npLXq835jWPxxPzOBKJnPfcubrbJlGn3q16Wh/Oc//WvykQ/kyvNA3UXRMzu9yGfOy7nowzLq6yLqhDwWOSIjoUTNGf+2dq5tA0s8PCBbgp55kj+4bPtjEYR2Mwjsaz6hxpm+XKS5cu1a9//Wu9/vrrGj58ePT57OxsSTrvjGxTU1P07G5WVpbC4bCam5svuA3gNHS8TA7G2RidzWsmpYdpXmNx5DziQWMqYzBHGoN8dA9bnMldsmSJKioq9Jvf/EbXXHNNzGtXXnmlsrOzVVVVpXHjxkmS2tvb9e6772r58uWSpIKCAvl8PlVVVem2226TJNXX1+vgwYOaOHFicncGSJLOifzsx3xbaTzG2RjFYzsagHR8IzzM5GhwMeQ84tH52UbfMEcag3x0D8sXuUVFRXr11Vf14osvKj09PXoN7qWXXqrPfe5z8ng8uu+++1RaWqq8vDzl5uaqpKREl156qW699VZJ0qBBg3THHXfokUceUWZmpgYPHqxly5Zp1KhRuvHGG03cOyBxmMiTg3GG25DzAACrs3yRu3HjRknSzTffHPP8kiVLtHTpUknSgw8+qGAwqMWLF6u1tVXjx49XRUWFLrvssuj2jz/+uLxerwoLC9Xe3q4pU6Zow4YN513bCwAAAACwL9vdJ9cJrHqBNtyJfISVkI+wGnISVkI+wmqsmpO2aTwFAAAAAEB3KHIBAAAAAI5BkQsAAAAAcAyKXMDhSvxtZocAwIKYGwAATkWRCzhYZV1Q6/YGVFkXNDsUABbC3AAAcDKKXMDBSmsCagtFtKYmYHYoACyEuQEA4GQUuYBDVdYFtb8lJEna1xLijA0AScwNAADnSzE7AACJUd0U0oSs1JjHM4emmRgRACtgbgAAOB1FLuBQxWMHmh0CzlLib1NRAe8JzMfcAKdingXQieXKAJBgNPkBgMRingVwNopcAEgwmvwAQGIxzwI4G0UuACQQTX4AILGYZwGci2tyASCBaPIDAInFPAvgXBS5AJBANPkBgMRingVwLpYrAwAAAAAcgyIXAAAAAOAYFLkAAAAAAMegyAUAAAAAOAZFLgAAAADAMShyAQAAAACOQZGLXinxt5kdAv6O9wIAAAD4XxS5iFtlXVDr9gZUWRc0OxTX470AAAAAYlHkIm6lNQG1hSJaUxMwOxTX470AAAAAYlHkIi6VdUHtbwlJkva1hDiDaCLeCwAAAOB8KWYHAHupbgppQlZqzOOZQ9NMjMi9eC8AAACA81HkIi7FYweaHQL+jvcCZijxt6mogNwDAADWxXJlAECP0OgMAADYAUUuAKBHaHQGAADsgCIXANAtGp0BAAC74JpcAEC3aHQGAADsgiIXANAtGp0BAAC7YLkyAACAhZX428wOAQBshSIXAADAouhqDgDxo8gFAACwKLqaA0D8KHIBAAAsiK7mANA7NJ4CAACwILqaA0DvUOQCAABYEF3NYUcl/jYVFZC7MBfLlQEAAAD0GY3SYBUUuQAAAAD6jEZpsAqKXAAAAAB9QqM0WAnX5AIAAADoExqlwUoocgEAAAD0CY3SYCUsVwYAAEiQEn+b2SEAcSFn4QQUuQAAAAlAp1nYDTkLp6DIBQAASAA6zcJuyFk4BUUuAACAweg0C7shZ+EkNJ4CAAAwGJ1mYTfkLJyEIhe2VeJvU1EBnfzgHOS0tOkvKXoyr28/g3GEFdBp1nmsMLcYMUdeSLJy1grjCOdjuTJsicYIcBpyumMMXqz39WkMGEcAiWCFucWIOdJsVhhHuANFLmyJxghwGnK6YwwCYU+fxoBxBJAIVphbjJgjzWaFcYQ7UOTCdmiMAKchp40ZA8YRQCJYYW6xQgx95YR9gH1wTS5sh8YIcBpy+n/H4OTJkxowYECvxoBxBJAIVphbjJgjzWaFcYR7eFpbWyNmB+E2tbW1ystLUNcAIE7kI6yEfITVkJOwEvIRVmPVnGS5sguV+NvMDgFAF/hsArAq5icAdkKR6zJ0tQOsic8mAKtifgJgNxS5LkNXO8Ca+GwCsCrmJwB2Q5HrInS1A6yJzyYAq2J+AmBHdFd2EbraAdbEZxOAVTE/AbAjilwXKR470OwQYEGb/pKiJ63XFM9V+GwCsCo7zU8l/jYVFdgnXgCJw3JlwMUq64J6sd7H8jMAgK3RHAvA2ShyARcrrQkoEPbQTAQAYGs0xwJwNopcwKVoJgIAcAKOZwDOxTW5gEt1NhM5efKkBgwYQDMRAIAt0RwLwLkocgGX6mwmUltbq7y8YSZHAwBA79ipORaA5GC5sg2V+NvMDgEAAEfgmAoAzkORazN0DwQAwBgcUwHAmShybYbugQAAGINjKgA4E0WujdA9EAAAY3BMBQDnovGUjdA9EAAAY3BMBQDnosi1EboHAgDcpMTfpqKCxBz77HRMTeQ4AE7EZwYsVwYAAJZDU6gOjAMQHz4zkChyAQCABdEUqgPjAMSHzwwkilwAAGAxNIXqwDgA8eEzg05ckwsAACyFplAdGAcgPnxm0IkiFwAAWIqdmkIlEuMAxIfPDDqxXBkAAMDCSvxttv75sBfyAU5AkQsAAGBRie4USydanI18gFNQ5AIAAFhUojvF0okWZyMf4BQUuQAAABaU6E6xdKLF2cgHOAmNpwAAACwo0Z1i6USLs5EPcBKKXAcq8bepqKBv3eWM+BkAjGWFz6UVYugOMcIpEt0plk60OBv5ACdhubLDGNEwgKYDgPVY4XNphRi6Q4wAAIAi12GMaBhA0wHAeqzwubRCDN0hRgAAQJHrIEY0DKDpAGA9VvhcWiGG7hAjAACQuCbXUYxoGEDTAcB6rPC5tEIM3SFGAAAgUeQ6ihENA2g6AFiPFT6XVoihO8QIAAAklisDCVXibzM7BAAuxfwDAHArilwgQeigCsAszD8AADejyAUShA6qAMzC/AMAcDOKXCAB6KAKwCzMPwAAt6PxFJAAdFAFYBbmHwCA21HkAglAB1UAZmH+AQC4HcuVAQAAAACOQZELAAAAAHAMilwAAAAAgGNQ5AIAAAAAHIMiFwAAAADgGBS5AAAAAADHoMgFAAAAADiG64rcjRs3asyYMcrOztbUqVO1c+dOs0MCAAAAABjEVUVuRUWFiouL9aMf/Uh/+MMfdP311+u2225TXV2d2aEBAAAAAAzgqiK3rKxM//Iv/6I777xTI0aM0OrVq5Wdna1f/vKXZocGAAAAADCAa4rczz77TH6/X9OnT495fvr06dq1a5dJUQEAAAAAjOSaIre5uVnhcFiZmZkxz2dmZqqxsdGkqAAAAAAARkoxO4Bk83g8MY8jkch5z3Wqra1NWByJ/NlAvMhHWAn5CKshJ2El5COsxoyczMvLu+jrrilyMzIy5PV6zztr29TUdN7Z3U7dDV5v1dbWJuxnA/EiH2El5COshpyElZCPsBqr5qRrliunpqaqoKBAVVVVMc9XVVVp4sSJJkUFAAAAADCSa87kStL3v/99ffe739X48eM1ceJE/fKXv9Qnn3yiwsJCs0MDAAAAABjAVUXu3Llz1dLSotWrV6uhoUFf/vKX9atf/UrDhg0zOzQAAAAAgAFcVeRK0oIFC7RgwQKzwwAAAAAAJIBrrskFAAAAADgfRS4AAAAAwDEocgEAAAAAjuFpbW2NmB0EAAAAAABG4EwuAAAAAMAxKHIBAAAAAI5BkQsAAAAAcAyKXCLgLksAAA4eSURBVAAAAACAY1DkAgAAAAAcgyI3iTZu3KgxY8YoOztbU6dO1c6dO80OCQ60Zs0aTZs2TUOHDtXVV1+tefPmaf/+/THbRCIRPfHEE8rPz9eQIUM0e/ZsffjhhzHbnDp1SosXL9ZVV12lK664QvPnz1d9fX0ydwUOVFpaqvT0dC1evDj6HPmIZPrkk09077336uqrr1Z2drYmTpyoHTt2RF8nH5FM4XBYjz32WPTvwzFjxuixxx7T6dOno9uQk0iUd955R/Pnz9eXv/xlpaen66WXXop53ajca21t1cKFCzVs2DANGzZMCxcuVGtra0L3jSI3SSoqKlRcXKwf/ehH+sMf/qDrr79et912m+rq6swODQ6zY8cO3X333dq2bZtef/11paSk6Jvf/KaOHTsW3Wbt2rUqKyvTypUr9fbbbyszM1Nz5szRiRMnotssXbpUb7zxhjZt2qQ333xTJ06c0Lx58xQOh83YLTjA+++/r+eff16jRo2KeZ58RLK0trbq61//uiKRiH71q19p165dWrVqlTIzM6PbkI9IpqefflobN27UypUrtXv3bj355JP6xS9+oTVr1kS3ISeRKJ9++qlGjhypJ598Umlpaee9blTuLViwQDU1NXrttde0efNm1dTU6Lvf/W5C94375CbJjBkzNGrUKK1bty763Lhx43TzzTfrJz/5iYmRwekCgYCGDRuml156SbNmzVIkElF+fr7uueceFRUVSZKCwaDy8vL06KOPqrCwUMePH1dubq7Kysp0++23S5KOHj2q0aNHa/PmzZoxY4aZuwQbOn78uKZOnaq1a9dq1apVGjlypFavXk0+IqmWL1+ud955R9u2bevydfIRyTZv3jwNHjxYGzZsiD5377336tixY3r11VfJSSTNF7/4Ra1atUrf/va3JRk3Hx48eFATJ07UW2+9pUmTJkmS3n33Xc2aNUvvv/++8vLyErI/nMlNgs8++0x+v1/Tp0+PeX769OnatWuXSVHBLQKBgM6cOaP09HRJ0pEjR9TQ0BCTj2lpaZo8eXI0H/1+v0KhUMw2OTk5GjFiBDmLXlm0aJFuvvlmTZ06NeZ58hHJtHXrVo0fP16FhYXKzc3VDTfcoJ///OeKRDq+7ycfkWyTJk3Sjh079Kc//UmSdODAAW3fvl1f+9rXJJGTMI9Rubd792597nOf08SJE6PbTJo0SZdeemlC8zMlYT8ZUc3NzQqHwzHLoSQpMzNTjY2NJkUFtyguLtbo0aN1/fXXS5IaGhokqct8/PjjjyVJjY2N8nq9ysjIOG8bchbxev7553Xo0CE9++yz571GPiKZDh8+rE2bNul73/ueFi1apD179mjJkiWSpIULF5KPSLpFixYpEAho4sSJ8nq9On36tIqKirRgwQJJzJEwj1G519jYqIyMDHk8nujrHo9Hl19+eULzkyI3ic5+c6WOZQDnPgcY6aGHHtJ7772nt956S16vN+a13uQjOYt41dbWavny5frtb3+r1NTUC25HPiIZzpw5o7Fjx0YvE7ruuut06NAhbdy4UQsXLoxuRz4iWSoqKvTKK69o48aNys/P1549e1RcXKxhw4bpO9/5TnQ7chJmMSL3uto+0fnJcuUkyMjIkNfrPe/biqampvO+HQGMsnTpUv3617/W66+/ruHDh0efz87OlqSL5mNWVpbC4bCam5svuA3QE7t371Zzc7O+8pWvKCMjQxkZGXrnnXe0ceNGZWRk6POf/7wk8hHJkZ2drREjRsQ8d8011+jo0aPR1yXyEcnzyCOP6P7779ctt9yiUaNGaf78+fr+97+vp556ShI5CfMYlXtZWVlqamqKXhYidRS4zc3NCc1PitwkSE1NVUFBgaqqqmKer6qqilmfDhhlyZIl2rx5s15//XVdc801Ma9deeWVys7OjsnH9vZ2vfvuu9F8LCgokM/ni9mmvr4+2jwA6KnZs2dr586d2r59e/S/sWPH6pZbbtH27duVm5tLPiJpJk2apI8++ijmuY8++khDhw6VxPyI5Dt58uR5K628Xq/OnDkjiZyEeYzKveuvv16BQEC7d++ObrN79259+umnCc1Pb3Fx8f+TsJ+OqMsuu0xPPPGEhgwZov79+2v16tXauXOnfvazn2nQoEFmhwcHKSoq0iuvvKLy8nLl5OTo008/1aeffiqp4wsXj8ejcDisp556Srm5uQqHw1q2bJkaGhr09NNPq1+/furfv78++eQT/eIXv9C1116r48eP6wc/+IEGDhyon/70p7rkEr4fQ8/0799fmZmZMf+99tprGjZsmL797W+Tj0iqnJwcrVy5UpdccomGDBmi3//+93rsscf0gx/8QOPHjycfkXQHDx7Uq6++qtzcXPl8Pm3fvl2PPvqo5s6dqxkzZpCTSKhAIKADBw6ooaFBL7zwgkaOHKmBAwfqs88+06BBgwzJvcsvv1x//OMftXnzZo0ZM0b19fX6wQ9+oHHjxiX0NkLcQiiJNm7cqLVr16qhoUFf/vKX9fjjj+urX/2q2WHBYTq7KJ9ryZIlWrp0qaSOZSJPPvmkysvL1draqvHjx6ukpEQjR46Mbt/e3q6HH35YmzdvVnt7u6ZMmaLS0lLl5OQkZT/gXLNnz47eQkgiH5Fc27Zt0/Lly/XRRx8pJydH99xzj7773e9Grw0jH5FMJ06c0IoVK/Sb3/xGTU1Nys7O1i233KIf//jH6t+/vyRyEomzfft2feMb3zjv+W9961tav369Ybl37NgxLVmyRL/97W8lSbNmzdKqVasu+DerEShyAQAAAACOwfoFAAAAAIBjUOQCAAAAAByDIhcAAAAA4BgUuQAAAAAAx6DIBQAAAAA4BkUuAAAAAMAxKHIBAHCgFStWKDs7W0ePHk3Y71i8eLGuvPJKNTc3J+x3AAAQL4pcAABM8h//8R9KT0/XrbfeesFtbr/9dqWnp2vjxo09/rlHjx7Vz372/7d3fyFNt28cxz9zlh6krQMdkUgRFY2sk6gmUkkKRRbtwIOGGISI0kiKMYhGUAcr+4fCA/aXDvJgUbGIIIgKi6KgWAdFQX8IlVI00hVty1x7DkL5yWZu0Lf52/N+nfm9v1zXdTY+u+95/6MdO3aopKTkT4yalNvt1sjIiI4cOWJYDwAA0kXIBQAgQ+rr67Vp0ybdvn1bZ8+eTVg/f/68bt26perqajU0NKRc99ixY/r+/bt27979J8dNYLVa5XQ6deHCBfX29hraCwCAVJmGh4fjmR4CAID/qsHBQdntdoXDYd27d0+LFi2SJL19+1Zr165Vfn6+Hj16JKvVmlK9UCikpUuXavXq1QoEAkaOLkl6+vSpqqqq5Ha75fV6De8HAMBU2MkFACCDioqK1N7ernA4rMbGRo2Ojmp0dFSNjY0Kh8Nqa2tLOeBK0tWrVxUOh+VwOBLWuru7ZbFY1NzcrPfv36u+vl4LFixQSUmJHA6HXr58KUn69OmTWlpatGTJElmtVlVWVur+/ftJ+61cuVKlpaXq7OxUPM735gCAzCPkAgCQYZs3b1ZdXZ2ePXum1tZWtba2KhgMyul0auvWrWnV6urqkiTZ7fZJ3+np6dGGDRs0ODgop9OpyspKdXV1qaamRu/evVNVVZWCwaAcDoe2bdumFy9eqLa2dtIjyWvWrFF/f79evXqV1qwAABiB48oAAEwDX79+VUVFxfh/Q543b54ePnyogoKCtOosXrxYkUhEPT09MplME9a6u7u1YsUKSZLX65Xb7R5fO3r0qHw+nywWixwOh06cOKGcnF/fhfv9fjU1Nam5uVmHDx9O6NnR0aF9+/bp+PHjaf12GAAAI7CTCwDANFBQUCCPx6NYLKZYLKaTJ0+mHXBHRkY0MDCg4uLihID7v0pLS7Vnz54Jz7Zv3z5e49ChQ+MBV5Jqa2uVm5ur58+fJ603dpzayOuKAABIFSEXAIBpIBKJqL29ffzva9eupV3j8+fPkiSLxfLb98rKymQ2myc8mzt3riRp4cKFCeHabDaruLhYHz9+TFpvzpw5ksR9uQCAaYGQCwDANHDgwAG9fv1aTU1NKisrU2dnp27evJlWjfz8fElSNBr97XuFhYUJz3Jzcyddk34F3R8/fiRdi0QiE/oDAJBJhFwAADLs7t27OnfunGw2mw4ePKjTp08rLy9PLS0tae2OWiwWzZw5U0NDQwZOm2hsB7moqOiv9gUAIBlCLgAAGTQ0NKRdu3ZpxowZOnPmjPLy8mSz2bR//34NDAwk/HZ2KjabTf39/fry5YtBEyd68+aNpF/HoAEAyDRCLgAAGbR371719fXJ6/Vq2bJl489dLpfsdruuX7+uS5cupVyvoqJCP3/+VDAYNGLcpJ48eSKz2azy8vK/1hMAgMkQcgEAyBC/369AIKDy8nK5XK4Jazk5Oero6NCsWbPk8Xj04cOHlGqO3at7586dPz5vMqFQSMFgUOvWrdPs2bP/Sk8AAH6HkAsAQAb09vbK4/GosLBQp06dmnBlz5j58+fL5/MpFArJ5XIpHp/6avtVq1Zp+fLlunz5smKxmBGjTxAIBBSNRrVz507DewEAkArT8PDw1J+YAADg/8aVK1fU0NCgixcvasuWLYb2Wr9+vb59+6bHjx8nXEsEAEAmEHIBAMgy8Xhc1dXVikQievDggUwmkyF9bty4obq6Ovn9fm3cuNGQHgAApIvjygAAZBmTyaS2tjbV1NSor6/PsD7RaFQ+n4+ACwCYVtjJBQAAAABkDXZyAQAAAABZg5ALAAAAAMgahFwAAAAAQNYg5AIAAAAAsgYhFwAAAACQNQi5AAAAAICsQcgFAAAAAGSNfwGMmZEZOGf6EwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,10))\n",
    "plt.title('Scatter Plot of High and Low Permeability Events',size=30)\n",
    "plt.xlabel('X (m)',size=20); plt.ylabel('Y (m)',size=20)\n",
    "plt.scatter(low_perm[:,0],low_perm[:,1],marker='^',s=15,label='Low Perm')\n",
    "plt.scatter(high_perm[:,0],high_perm[:,1],marker='o',s=15,label='High Perm')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see a clear cluster of high permeability events on $x = [200 m, 600 m]$ and $y = [600 m, 1000 m]$. Therefore, we can hypothesize that the cross $K$ function will initially indicate strong dispersion of low permeability events from the high permeablity events and then clustering for larger search radii."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Determine area of study and calculate search radii\n",
    "Because we are using the same dataset *sample1* from before, the area of study $A$ and the search radii are the same from the previous regular K exercise.\n",
    "\n",
    "#### Compute pairwise differences\n",
    "We will use the same procedure of breaking up the distances between two events in $x$ and $y$ coordinates. However, because cross Ripley K accounts for different types of events, the dimensions of the *diff* matrix are different. For instance, consider the following example:\n",
    "\n",
    "<img src=\"Ripley_K_Demo_3.png\"/>\n",
    "\n",
    "So if we decide to compute the cross Ripley K of the circle events relative to the star events, the only relevant distances are those between a star and a circle. Then, the number of relevant distances (i.e. the number of rows of *diff*) is given by:\n",
    "\n",
    "<br>\n",
    "\\begin{equation}\n",
    "D = N_a * N_b\n",
    "\\end{equation}\n",
    "\n",
    "where $N_a$ is the number of events of type $a$ (e.g . stars) and $N_b$ is the number of events of type $b$ (e.g. circles).\n",
    "\n",
    "Then, the *diff* matrix for *sample1* concerning low and high permeability events can be computed by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "npts = len(low_perm)                                         # Number of events with low perm\n",
    "cross_npts = len(high_perm)                                  # Number of events with high perm\n",
    "\n",
    "diff = np.zeros(shape = (npts*cross_npts,2))                 # Decomposed distances matrix\n",
    "\n",
    "for i in range(cross_npts):             \n",
    "    sub_data = np.zeros(shape=(npts,2))\n",
    "    sub_data[:] = high_perm[i]\n",
    "    diff[npts*i:npts*(i+1)] = abs(sub_data - low_perm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Including edge correction terms is also very important for cross Ripley K. As such, we will evaluate the cross K function twice for the dataset (without correction and with Ripley's Isotropic Correction) to compare results.\n",
    "\n",
    "#### Evaluate cross Ripley K (without edge adjustment)\n",
    "The procedure to obtain the cross Ripley K of datasets is nearly identical to that of regular K functions. Without an edge correction approach, the only noticeable difference is in the intensity term. For instance, when calculating the cross K of low permeability events relative to high permeability events, the intensity is the quotient of the number of distances between high and low permeability events (not all possible distances) and the area of study $A$. Then:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_ripley = np.zeros(len(radii))\n",
    "\n",
    "distances = np.hypot(diff[:,0], diff[:,1])                                       # Pythagorean theorem\n",
    "\n",
    "for r in range(len(radii)):\n",
    "    n_ripley[r] = (distances<radii[r]).sum()\n",
    "    \n",
    "n_ripley = area * n_ripley / (npts * cross_npts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Evaluate cross Ripley K (with Ripley's Isotropic Correction)\n",
    "Similar to the evaluation without edge adjustment, the calculation of the cross K with isotropic correction features few changes from its regular procedure. The main modifications are in the for-loop which calculates the distances of select events to the border and in the intensity of the select events. So, the number of rows of *min_hor_dist* and *min_ver_dist* is equivalent to $npts*cross_npts$, and the intensity $\\lambda$ equals $(npts*cross_npts)/A$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "ripley = np.zeros(len(radii))\n",
    "\n",
    "hor_dist = np.zeros(shape=(npts*cross_npts), dtype=np.double)\n",
    "ver_dist = np.zeros(shape=(npts*cross_npts), dtype=np.double)\n",
    "\n",
    "for k in range(cross_npts - 1):         # Finds horizontal and vertical distances from every high_perm event to nearest egde\n",
    "    min_hor_dist = min(x_max - high_perm[k][0], high_perm[k][0] - x_min)\n",
    "    min_ver_dist = min(y_max - high_perm[k][1], high_perm[k][1] - y_min)\n",
    "    start = k*npts\n",
    "    end = (k+1)*npts\n",
    "    hor_dist[start: end] = min_hor_dist * np.ones(npts)\n",
    "    ver_dist[start: end] = min_ver_dist * np.ones(npts)\n",
    "    \n",
    "dist = np.hypot(diff[:, 0], diff[:, 1])\n",
    "dist_ind = dist <= np.hypot(hor_dist, ver_dist) # True if distance between events is less than or equal to distance to edge\n",
    "\n",
    "w1 = (1 - (np.arccos(np.minimum(ver_dist, dist) / dist) + np.arccos(np.minimum(hor_dist, dist) / dist)) / np.pi)\n",
    "w2 = (3 / 4 - 0.5 * (np.arccos(ver_dist / dist * ~dist_ind) + np.arccos(hor_dist / dist * ~dist_ind)) / np.pi)\n",
    "\n",
    "weight = dist_ind * w1 + ~dist_ind * w2                                        # Weighting term\n",
    "\n",
    "for r in range(len(radii)):\n",
    "    ripley[r] = ((dist < radii[r]) / weight).sum()                             # Indicator function with summation term\n",
    "\n",
    "ripley = area * ripley / (npts * cross_npts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create confidence envelope\n",
    "Again, the process to create a confidence envelope is nearly identical to that of regular K confidence envelopes. However, note that the Monte Carlo simulations need to create $x$ and $y$ coordinates for both sets of events (e.g. for low and high permeability events). We will use the *ripley_K* function again for conciseness. First, the confidence envelope without edge correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ks = np.zeros(shape=(len(radii),100))\n",
    "xDel = x_max - x_min; yDel = y_max - y_min\n",
    "edge = np.array([[0,0],[0,1000],[1000,1000],[1000,0]])                         # Boundary coordinates\n",
    "\n",
    "for i in range(100):                                                           # 100 realizations\n",
    "    x_coords = xDel*sts.uniform.rvs(0,1,((npts,1))) + x_min\n",
    "    y_coords = yDel*sts.uniform.rvs(0,1,((npts,1))) + y_min\n",
    "    cross_x_coords = xDel*sts.uniform.rvs(0,1,((cross_npts,1))) + x_min\n",
    "    cross_y_coords = yDel*sts.uniform.rvs(0,1,((cross_npts,1))) + y_min\n",
    "    \n",
    "    Ks[:,i] = ripley_K(data_x=x_coords, data_y=y_coords, edge_x=edge[:,0],\\\n",
    "                       edge_y=edge[:,1], cross_data_x=cross_x_coords,\\\n",
    "                       cross_data_y=cross_y_coords, radii=radii, mode='none', cv=False)  # Compute Ripley K for pattern                              \n",
    "\n",
    "n_k10 = np.zeros((len(radii),1))\n",
    "n_k90 = np.zeros((len(radii),1))\n",
    "\n",
    "for j in range(len(radii)):\n",
    "    Ks[j,:] = np.sort(Ks[j,:])                                                 # Sort row of K values at fixed radius\n",
    "    n_k10[j] = Ks[j,:][9]                                                      # Take P10 - lower fence\n",
    "    n_k90[j] = Ks[j,:][89]                                                     # Take P90 - upper fence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the confidence envelope with isotropic correction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(100):                                                             # 100 realizations\n",
    "    x_coords = xDel*sts.uniform.rvs(0,1,((npts,1))) + x_min\n",
    "    y_coords = yDel*sts.uniform.rvs(0,1,((npts,1))) + y_min\n",
    "    cross_x_coords = xDel*sts.uniform.rvs(0,1,((cross_npts,1))) + x_min\n",
    "    cross_y_coords = yDel*sts.uniform.rvs(0,1,((cross_npts,1))) + y_min\n",
    "    spp = np.column_stack((x_coords,y_coords))                                   # Assemble pattern coordinates\n",
    "    cross_spp = np.column_stack((cross_x_coords,cross_y_coords))\n",
    "    \n",
    "    Ks[:,i] = ripley_K(data_x=x_coords, data_y=y_coords, edge_x=edge[:,0],\\\n",
    "                       edge_y=edge[:,1], cross_data_x=cross_x_coords,\\\n",
    "                       cross_data_y=cross_y_coords, radii=radii, mode='ripley', cv=False)  # Compute Ripley K for pattern                            \n",
    "\n",
    "k10 = np.zeros((len(radii),1))\n",
    "k90 = np.zeros((len(radii),1))\n",
    "\n",
    "for j in range(len(radii)): \n",
    "    Ks[j,:] = np.sort(Ks[j,:])                                                   # Sort row of K values at fixed radius\n",
    "    k10[j] = Ks[j,:][9]                                                          # Take P10 - lower fence\n",
    "    k90[j] = Ks[j,:][89]                                                         # Take P90 - upper fence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the cross Ripley K function\n",
    "It is now time to plot the resulting cross Ripley K functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x1728 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "fig, [fig1,fig2] = plt.subplots(2,1,figsize=(13,24))\n",
    "\n",
    "fig1.plot(radii,n_ripley,color='black',linewidth=2,label='K')\n",
    "fig1.plot(radii,n_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig1.plot(radii,n_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig1.fill_between(radii[:,0],n_k10[:,0],n_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig1.set_title('Cross K Function without edge adjustment',size=20)\n",
    "fig1.set_xlabel('Radii (m)',size=15); fig1.set_ylabel('K',size=15)\n",
    "fig1.legend();\n",
    "\n",
    "fig2.plot(radii,ripley,color='black',linewidth=2,label='K')\n",
    "fig2.plot(radii,k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig2.plot(radii,k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig2.fill_between(radii[:,0],k10[:,0],k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig2.set_title(\"Cross K Function with Isotropic Correction\",size=20)\n",
    "fig2.set_xlabel('Radii (m)',size=15); fig2.set_ylabel('K',size=15)\n",
    "fig2.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the $L$ and $H$ transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "L_none = np.sqrt(n_ripley/np.pi)                                              # L without edge adjustment\n",
    "L_none_k10 = np.sqrt(n_k10/np.pi); L_none_k90 = np.sqrt(n_k90/np.pi)          # L conf. env. without edge adjustment\n",
    "L_ripley = np.sqrt(ripley/np.pi)                                              # L with isotropic correction\n",
    "L_ripley_k10 = np.sqrt(k10/np.pi); L_ripley_k90 = np.sqrt(k90/np.pi)          # L conf. env. with isotropic correction\n",
    "\n",
    "H_none = L_none - radii[:,0]                                                  # H without edge adjustment\n",
    "H_none_k10 = L_none_k10 - radii; H_none_k90 = L_none_k90 - radii              # H conf. env. without edge adjustment\n",
    "H_ripley = L_ripley - radii[:,0]                                              # H with isotropic correction\n",
    "H_ripley_k10 = L_ripley_k10 - radii; H_ripley_k90 = L_ripley_k90 - radii      # H conf. env. with isotropic correction\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "fig, [[fig1,fig2],[fig3,fig4]] = plt.subplots(2,2,figsize=(13,20))\n",
    "\n",
    "fig1.plot(radii,L_none,color='black',linewidth=2,label='L')                   # L without edge adjustment plot settings\n",
    "fig1.plot(radii,L_none_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig1.plot(radii,L_none_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig1.fill_between(radii[:,0],L_none_k10[:,0],L_none_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig1.set_title('Cross L Function without edge adjustment')\n",
    "fig1.set_xlabel('Radii (m)'); fig1.set_ylabel('L')\n",
    "fig1.legend();\n",
    "\n",
    "fig2.plot(radii,L_ripley,color='black',linewidth=2,label='L')                 # L with isotropic correction plot settings\n",
    "fig2.plot(radii,L_ripley_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig2.plot(radii,L_ripley_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig2.fill_between(radii[:,0],L_ripley_k10[:,0],L_ripley_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig2.set_title(\"Cross L Function with Isotropic Correction\")\n",
    "fig2.set_xlabel('Radii (m)'); fig2.set_ylabel('L')\n",
    "fig2.legend();\n",
    "\n",
    "fig3.plot(radii,H_none,color='black',linewidth=2,label='H')                   # H without edge adjustment plot settings \n",
    "fig3.plot(radii,H_none_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig3.plot(radii,H_none_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig3.fill_between(radii[:,0],H_none_k10[:,0],H_none_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig3.set_title('Cross H Function without edge adjustment')\n",
    "fig3.set_xlabel('Radii (m)'); fig3.set_ylabel('H')\n",
    "fig3.legend();\n",
    "\n",
    "fig4.plot(radii,H_ripley,color='black',linewidth=2,label='H')                # H with isotropic correction plot settings\n",
    "fig4.plot(radii,H_ripley_k10,color='red',linewidth=2,label='Lower Confidence')\n",
    "fig4.plot(radii,H_ripley_k90,color='blue',linewidth=2,label='Upper Confidence')\n",
    "fig4.fill_between(radii[:,0],H_ripley_k10[:,0],H_ripley_k90[:,0],color='yellow',alpha=0.5,label='Conf. Envelope')\n",
    "fig4.set_title(\"Cross H Function with Isotropic Correction\")\n",
    "fig4.set_xlabel('Radii (m)'); fig4.set_ylabel('H')\n",
    "fig4.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, the $H$ transforms provide the most detectable evidence that initially events of low permeability are more dispersed from events of high permeability and then more clustered than would be expected in a Poisson distribution. Recall that if the $K$ curve sits below the confidence envelope then there is dispersion, and if it sits above then there is clustering. Both the uncorrected and isotropically corrected functions suggest the most meaningful inhibition of low permeability events about high permeability events for search radii of $200 m$, but the isotropic correction shows the degree of dispersion with greater magnitude (i.e. $K$ curve dips further away from confidence envelope)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### *ripley_K* function\n",
    "In order to generate confidence envelopes, this workflow relied on the *ripley_K* function. This Python utility synthesizes what this demonstration aims to show in a more efficient and functional format. *ripley_K* can be found on the GeostatsPy package and most of its code comes from the *class RipleysKEstimator* from the *AstroPy* package and from the *Kest* and *Kcross* functions in the **R** library *spatstat*. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculates and plots regular or cross Ripley K curve for subsurface data. \n",
      "       Plots K curve with confidence envelopes defined by P25 and P975. Includes options for L or H transform functions.\n",
      "       Regular Ripley K calculates the behavior of events defined by data_x and data_y about themselves.\n",
      "       Cross Ripley K calculates the behavior of events defined by data_x and data_y about events\n",
      "       defined by cross_data_x and cross_data_y.\n",
      "    \n",
      "    :param data_x: events x-coordinates\n",
      "    :type: pandas.DataFrame\n",
      "    :param data_y: events y-coordinates\n",
      "    :type: pandas.DataFrame\n",
      "    :param edge_x: boundary point x-coordinates\n",
      "    :type: pandas.DataFrame\n",
      "    :param edge_y: boundary point y-coordinates\n",
      "    :type: pandas.DataFrame\n",
      "    :param cross_data_x: default empty array for regular K; \n",
      "                         for cross K, pandas.DataFrame w/ x-coordinates of events from which to calculate K\n",
      "    :param cross_data_y: default empty array for regular K; \n",
      "                         for cross K, pandas.DataFrame w/ y-coordinates of events from which to calculate K\n",
      "    :param radii: default empty array;\n",
      "                  pandas.DataFrame for custom search radii\n",
      "    :param mode: default 'none' for no edge correction; \n",
      "                 adjustments available: 'translation','ohser','ripley'\n",
      "    :param transform: default None for plot of K curve; \n",
      "                      'L' for L-transform and 'H' for H-transform\n",
      "    :param cv: default True used for recursive call; \n",
      "               if False then confidence interval is not calculated\n",
      "    :return:K_plot: plot of Ripley K curve with confidence intervals\n",
      "           :type: figure\n",
      "    \n",
      "    Note: Source code for regular K calculation and edge corrections taken from Astropy v4.0.1 class RipleysKEstimator,\n",
      "          created by the Astropy Developers, last updated on 02 Apr 2020, available at: \n",
      "          \"https://docs.astropy.org/en/stable/_modules/astropy/stats/spatial.html#RipleysKEstimator\".\n",
      "    \n"
     ]
    }
   ],
   "source": [
    "print(ripley_K.__doc__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### References\n",
    "Find below some useful resources to learn more about the theory behind Ripley's K function, confidence envelopes, the AstroPy class utility which served as base code for the *ripley_K* function, and the *Kest* and *Kcross* functions in **R**:\n",
    "\n",
    "1. [B.D.Ripley's original article on K function](https://www.jstor.org/stable/3212829?read-now=1&seq=1#page_scan_tab_contents)\n",
    "2. [GeoDa tutorial - K function](https://www.youtube.com/watch?v=oT_jMTkkld8)\n",
    "3. [Ripley K interactive](https://blog.jlevente.com/understanding-the-cross-k-function/)\n",
    "4. [AstroPy - RipleysKEstimator](https://docs.astropy.org/en/stable/api/astropy.stats.RipleysKEstimator.html#astropy.stats.RipleysKEstimator.evaluate)\n",
    "5. [Ripley's K theory and edge correction overview](https://lib.dr.iastate.edu/cgi/viewcontent.cgi?article=1048&context=stat_las_preprints)\n",
    "6. [spatstat R documentation](https://cran.r-project.org/web/packages/spatstat/spatstat.pdf)\n",
    "7. [Confidence envelopes](https://hpaulkeeler.com/poisson-point-process-simulation/)"
   ]
  },
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